| author | Alan Dipert
<alan@tailrecursion.com> 2026-08-09 20:49:22 UTC |
| committer | Alan Dipert
<alan@tailrecursion.com> 2026-08-09 20:49:22 UTC |
| parent | 282767980fbefe6fc354dd4a9f3708f11a6e39d4 |
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+WEBVTT
+
+00:00:01.976 --> 00:00:02.964
+[FLOURISH]
+
+00:00:07.904 --> 00:00:09.880
+[APPLAUSE]
+
+00:00:14.340 --> 00:00:14.972
+Hi, everybody.
+
+00:00:14.972 --> 00:00:16.180
+Thank you so much for coming.
+
+00:00:16.180 --> 00:00:17.471
+I really, really appreciate it. I've
+
+00:00:17.471 --> 00:00:19.350
+been doing some very
+exciting work
+
+00:00:19.350 --> 00:00:22.480
+and I'm really even more excited
+to share it with you all today.
+
+00:00:22.480 --> 00:00:24.015
+So I'm Alan Dipert. I
+
+00:00:24.015 --> 00:00:25.170
+work at RStudio.
+
+00:00:25.170 --> 00:00:27.669
+Like Barrett, I'm
+on the Shiny team
+
+00:00:27.669 --> 00:00:30.210
+and I've had the pleasure over
+the past few months of working
+
+00:00:30.210 --> 00:00:35.410
+on this problem of integrating
+React, the JavaScript library,
+
+00:00:35.410 --> 00:00:35.910
+with Shiny.
+
+00:00:38.550 --> 00:00:41.670
+I believe that for quite
+some time people in the
+
+00:00:41.670 --> 00:00:43.920
+Shiny community have been
+interested in React and about ways
+
+00:00:43.920 --> 00:00:45.753
+to integrate it with
+Shiny, and so this work was
+
+00:00:45.753 --> 00:00:49.860
+initiated in an effort to
+bridge that gap somehow.
+
+00:00:49.860 --> 00:00:51.720
+And we've been at
+it for a few months
+
+00:00:51.720 --> 00:00:54.060
+and we have work to show,
+which is why I'm here
+
+00:00:54.060 --> 00:00:56.850
+and why I'm so excited.
+
+00:00:56.850 --> 00:00:59.970
+But some questions and
+problems remain unsolved,
+
+00:00:59.970 --> 00:01:02.550
+and that's sort of
+where you come in.
+
+00:01:02.550 --> 00:01:04.110
+So I would encourage
+you, if you're
+
+00:01:04.110 --> 00:01:05.820
+at all interested
+in any of this,
+
+00:01:05.820 --> 00:01:07.479
+to follow up with me afterwards.
+
+00:01:07.479 --> 00:01:09.270
+There may or may not
+be time for questions,
+
+00:01:09.270 --> 00:01:11.186
+but I'm always happy to
+talk about this stuff. And
+
+00:01:11.186 --> 00:01:13.899
+we can talk shop
+and
+
+00:01:13.899 --> 00:01:16.440
+discuss why you're interested in
+the context that you're interested in it in
+
+00:01:16.440 --> 00:01:19.260
+because I think that this could
+be the start of a really
+
+00:01:19.260 --> 00:01:22.890
+fun and exciting little niche
+thing in the Shiny ecosystem.
+
+00:01:22.890 --> 00:01:24.900
+So without further
+ado, let's start
+
+00:01:24.900 --> 00:01:31.910
+with a motivating problem, I
+guess, a problem slash demo.
+
+00:01:31.910 --> 00:01:36.890
+So like many of you, I'm online.
+
+00:01:36.890 --> 00:01:37.640
+I'm on the web.
+
+00:01:37.640 --> 00:01:38.669
+I surf the web.
+
+00:01:38.669 --> 00:01:40.460
+And you come across
+things that are awesome
+
+00:01:40.460 --> 00:01:42.140
+and the only
+problem with them is
+
+00:01:42.140 --> 00:01:43.730
+that they don't
+have an HTML widget
+
+00:01:43.730 --> 00:01:45.934
+or they're otherwise
+not accessible from R.
+
+00:01:45.934 --> 00:01:47.600
+So one of these things
+that I ran across
+
+00:01:47.600 --> 00:01:53.060
+was a React-based
+library called Mapbox GL.
+
+00:01:53.060 --> 00:01:54.560
+Mapbox is a company.
+
+00:01:54.560 --> 00:01:57.200
+They make a library
+called Mapbox GL, which
+
+00:01:57.200 --> 00:01:59.990
+is very similar to
+Leaflet, but it has
+
+00:01:59.990 --> 00:02:01.340
+some interesting properties.
+
+00:02:01.340 --> 00:02:03.985
+In particular, it's
+highly themeable.
+
+00:02:03.985 --> 00:02:06.110
+So let me show you some of
+the demos of this thing.
+
+00:02:08.639 --> 00:02:12.840
+So this is a very nice
+Leaflet-esque map.
+
+00:02:12.840 --> 00:02:17.430
+But of course, we can do
+heat maps, pretty fancy.
+
+00:02:17.430 --> 00:02:18.880
+And you can switch
+between these.
+
+00:02:18.880 --> 00:02:20.970
+The thing that's
+governing the colors
+
+00:02:20.970 --> 00:02:24.660
+of the roads and the city and
+county titles and stuff, that's
+
+00:02:24.660 --> 00:02:28.452
+all governed by one of
+these Mapbox style objects.
+
+00:02:28.452 --> 00:02:29.910
+And then on the
+left hand side here
+
+00:02:29.910 --> 00:02:32.980
+we've got the heap of
+JavaScript code involved
+
+00:02:32.980 --> 00:02:35.270
+in rendering that.
+
+00:02:35.270 --> 00:02:39.380
+Probably my most favorite
+one is the Superman mode one
+
+00:02:39.380 --> 00:02:44.000
+where you literally fly around.
+
+00:02:44.000 --> 00:02:45.630
+Right?
+
+00:02:45.630 --> 00:02:48.390
+So just to be clear,
+I didn't make this.
+
+00:02:48.390 --> 00:02:51.360
+But I think it's awesome and
+this is the kind of thing
+
+00:02:51.360 --> 00:02:53.790
+that I think gets
+me excited when
+
+00:02:53.790 --> 00:02:56.010
+I am able to use it from R.
+
+00:02:56.010 --> 00:03:03.510
+So what I did is in the
+course of not too long, maybe
+
+00:03:03.510 --> 00:03:05.960
+an hour or two, using
+the tools and I'm
+
+00:03:05.960 --> 00:03:09.240
+about to explain to you, I
+was able to make my own HTML
+
+00:03:09.240 --> 00:03:13.020
+widget that provides a subset
+of the functionality we just
+
+00:03:13.020 --> 00:03:16.890
+saw and delivers it to
+us as an R HTML widget.
+
+00:03:16.890 --> 00:03:19.920
+And so I became aware
+early in the conference
+
+00:03:19.920 --> 00:03:22.710
+that the most important thing
+to keep in mind about here
+
+00:03:22.710 --> 00:03:24.000
+in Austin are tacos.
+
+00:03:24.000 --> 00:03:27.900
+So there's this trending--
+has been trending.
+
+00:03:27.900 --> 00:03:29.691
+Someone named Caitlin Hudon--
+
+00:03:29.691 --> 00:03:31.440
+hope I got that right--
+who I haven't met,
+
+00:03:31.440 --> 00:03:33.240
+apparently posted
+on Twitter a list
+
+00:03:33.240 --> 00:03:34.500
+of her five favorite places.
+
+00:03:34.500 --> 00:03:36.810
+And then an RStudio
+person, Thomas Marchi
+
+00:03:36.810 --> 00:03:39.180
+made a Shiny dashboard
+using a Leaflet map,
+
+00:03:39.180 --> 00:03:42.150
+and I thought, hey, in keeping
+with the tradition of taco
+
+00:03:42.150 --> 00:03:45.180
+enthusiasm, I should make
+some kind of taco app.
+
+00:03:45.180 --> 00:03:47.430
+So here we are.
+
+00:03:47.430 --> 00:03:51.060
+I've got some taco joints
+loaded up into a data frame
+
+00:03:51.060 --> 00:03:53.370
+and I'm displaying them
+with a data table here.
+
+00:03:53.370 --> 00:03:59.190
+And then over here I've got taco
+locations with fork and knife
+
+00:03:59.190 --> 00:04:02.280
+sort of blurry little icons.
+
+00:04:02.280 --> 00:04:06.270
+And then probably the neatest
+but also most awkward thing
+
+00:04:06.270 --> 00:04:09.570
+I can do is I can filter
+this, and after a little bit
+
+00:04:09.570 --> 00:04:12.450
+of burping, it
+comes back and you
+
+00:04:12.450 --> 00:04:14.749
+can see that we filter
+what shows up on the map.
+
+00:04:14.749 --> 00:04:17.040
+So like I said, this was,
+like, an hour or two of work.
+
+00:04:17.040 --> 00:04:18.930
+Now, granted, I'm,
+like, the world's expert
+
+00:04:18.930 --> 00:04:22.290
+on this weird little library, so
+take that with a grain of salt.
+
+00:04:22.290 --> 00:04:26.882
+But like I said, I'm always
+happy to help you use it.
+
+00:04:26.882 --> 00:04:27.840
+So this is the promise.
+
+00:04:27.840 --> 00:04:29.880
+This is the kind of
+thing that I think
+
+00:04:29.880 --> 00:04:33.000
+we can do more of if we develop
+these tools that help us bridge
+
+00:04:33.000 --> 00:04:36.270
+the JavaScript ecosystem, in
+particular the React ecosystem
+
+00:04:36.270 --> 00:04:39.060
+with Shiny.
+
+00:04:39.060 --> 00:04:42.860
+I'll flip back into
+PowerPoint mode here.
+
+00:04:48.711 --> 00:04:49.210
+Oh, yeah.
+
+00:04:49.210 --> 00:04:52.395
+So there's some recordings in
+case there are internet issues.
+
+00:04:56.220 --> 00:04:59.520
+So this is the all of
+the JavaScript code
+
+00:04:59.520 --> 00:05:01.870
+that I needed to
+write in order to make
+
+00:05:01.870 --> 00:05:04.710
+go what I just showed you.
+
+00:05:04.710 --> 00:05:07.470
+If you know JavaScript and
+are familiar with React,
+
+00:05:07.470 --> 00:05:10.420
+you might have a slight grin
+or even a smile on your face.
+
+00:05:10.420 --> 00:05:12.900
+If you don't know JavaScript
+or don't know React,
+
+00:05:12.900 --> 00:05:15.120
+you might be a little
+worried at this point.
+
+00:05:15.120 --> 00:05:15.900
+But don't be.
+
+00:05:19.080 --> 00:05:22.200
+I can assure you that
+the things you see here
+
+00:05:22.200 --> 00:05:25.770
+can be learned fairly quickly
+and a big part of what
+
+00:05:25.770 --> 00:05:27.600
+we hope to do with
+this initiative
+
+00:05:27.600 --> 00:05:30.570
+is to build out not just the
+code to do that bridging that I
+
+00:05:30.570 --> 00:05:32.760
+mentioned, but also to
+build out the documentation
+
+00:05:32.760 --> 00:05:36.090
+and the recommendations
+around learning JavaScript,
+
+00:05:36.090 --> 00:05:39.060
+leveraging its ecosystem, and
+all those things that surround
+
+00:05:39.060 --> 00:05:43.620
+JavaScript development to make
+them more accessible to people
+
+00:05:43.620 --> 00:05:45.480
+who don't have that experience.
+
+00:05:45.480 --> 00:05:47.220
+So this is the extent
+of the code that
+
+00:05:47.220 --> 00:05:49.450
+does the adapting
+of the React library I
+
+00:05:49.450 --> 00:05:51.600
+just showed to Shiny world.
+
+00:05:51.600 --> 00:05:54.720
+And yeah, I think it's,
+like, 11 lines of code.
+
+00:05:54.720 --> 00:05:56.054
+I don't know.
+
+00:05:56.054 --> 00:05:57.720
+Is anyone surprised
+at how small this is
+
+00:05:57.720 --> 00:05:59.950
+or disgusted by how big it is?
+
+00:05:59.950 --> 00:06:01.581
+Show of hands.
+
+00:06:01.581 --> 00:06:03.050
+Hm, OK.
+
+00:06:03.050 --> 00:06:04.645
+[LAUGHTER]
+
+00:06:04.645 --> 00:06:07.020
+My meme game is usually very
+weak, but I put this one in.
+
+00:06:07.020 --> 00:06:09.360
+It seems they've gone
+well, so all right.
+
+00:06:09.360 --> 00:06:11.639
+So if you're the
+kind of person who
+
+00:06:11.639 --> 00:06:13.680
+would prefer to ignore me
+for the next 15 minutes
+
+00:06:13.680 --> 00:06:15.600
+and just start hacking,
+here are the URLs
+
+00:06:15.600 --> 00:06:16.780
+you need to know about.
+
+00:06:16.780 --> 00:06:19.350
+We have a GitHub
+organization, react-R,
+
+00:06:19.350 --> 00:06:22.010
+and that's what we call it
+because React without the dash
+
+00:06:22.010 --> 00:06:23.665
+r was taken.
+
+00:06:23.665 --> 00:06:25.540
+But if you go there,
+that's the organization.
+
+00:06:25.540 --> 00:06:27.150
+There are some
+example repos and then
+
+00:06:27.150 --> 00:06:29.640
+there's the React R library--
+
+00:06:29.640 --> 00:06:33.810
+excuse me, package repo
+itself, and there's also
+
+00:06:33.810 --> 00:06:37.260
+a link to various other pieces
+of tutorial documentation.
+
+00:06:37.260 --> 00:06:39.510
+At the bottom, that
+will take you directly
+
+00:06:39.510 --> 00:06:41.880
+to our tutorial,
+which as of right now
+
+00:06:41.880 --> 00:06:45.150
+is the best way to
+ramp up on this topic,
+
+00:06:45.150 --> 00:06:47.400
+particularly if you have
+a little bit of JavaScript
+
+00:06:47.400 --> 00:06:48.209
+background.
+
+00:06:48.209 --> 00:06:50.250
+But if you don't have that
+JavaScript background,
+
+00:06:50.250 --> 00:06:51.870
+the rest of the talk is for you.
+
+00:06:51.870 --> 00:06:55.590
+So we're going to
+talk about what
+
+00:06:55.590 --> 00:06:59.910
+React is, why it's interesting.
+
+00:06:59.910 --> 00:07:03.020
+We're going to discuss the core
+unit of composition in React,
+
+00:07:03.020 --> 00:07:05.790
+the component and how
+it's relevant to us.
+
+00:07:05.790 --> 00:07:08.730
+I'm going to introduce you
+further to this React R
+
+00:07:08.730 --> 00:07:11.910
+package, and then I'm going
+to describe at a high level
+
+00:07:11.910 --> 00:07:13.950
+the process I went through
+to make that widget.
+
+00:07:13.950 --> 00:07:15.824
+And then I'll talk a
+little bit about what we have in store
+
+00:07:15.824 --> 00:07:18.270
+for the future.
+
+00:07:18.270 --> 00:07:20.330
+So what is React?
+
+00:07:20.330 --> 00:07:26.070
+Well, it's a JavaScript library
+for making user interfaces.
+
+00:07:26.070 --> 00:07:29.820
+It was invented at
+Facebook around 2011.
+
+00:07:29.820 --> 00:07:32.280
+I believe they used
+it for the news feed.
+
+00:07:32.280 --> 00:07:34.290
+And then they bought
+Instagram and I think
+
+00:07:34.290 --> 00:07:36.720
+Instagram developed it further.
+
+00:07:36.720 --> 00:07:39.060
+And after Instagram had
+sort of refined the idea--
+
+00:07:39.060 --> 00:07:41.370
+or engineers at
+Instagram, rather--
+
+00:07:41.370 --> 00:07:43.694
+they did a wide
+open source release.
+
+00:07:43.694 --> 00:07:46.110
+So it's quite a mature-- even
+though it wasn't open source
+
+00:07:46.110 --> 00:07:48.690
+until 2013, it's still
+quite a mature library
+
+00:07:48.690 --> 00:07:51.900
+and has been used thoroughly.
+
+00:07:51.900 --> 00:07:55.230
+It supports a
+functional approach.
+
+00:07:55.230 --> 00:07:56.850
+I think if you know
+how to write R,
+
+00:07:56.850 --> 00:07:59.220
+you already know what the
+functional paradigm is.
+
+00:07:59.220 --> 00:08:00.914
+I won't elaborate
+on that, but that's
+
+00:08:00.914 --> 00:08:03.330
+another thing like React that's
+trending in the JavaScript
+
+00:08:03.330 --> 00:08:04.021
+ecosystem.
+
+00:08:04.021 --> 00:08:06.270
+But like I said, if you know
+R, you're sort of already
+
+00:08:06.270 --> 00:08:07.853
+on board, so I
+wouldn't worry too much about
+
+00:08:07.853 --> 00:08:11.730
+that paradigm or
+that word.
+
+00:08:11.730 --> 00:08:13.680
+And it's oriented
+around components.
+
+00:08:13.680 --> 00:08:15.420
+I mentioned that the
+unit of composition
+
+00:08:15.420 --> 00:08:18.510
+in a React-based
+application is a component.
+
+00:08:21.020 --> 00:08:25.220
+And finally, they invented
+a syntax called JSX
+
+00:08:25.220 --> 00:08:28.930
+that you can think of as a
+hybrid JavaScript and HTML
+
+00:08:28.930 --> 00:08:30.110
+syntax.
+
+00:08:30.110 --> 00:08:33.080
+And it really does make writing
+these kinds of applications
+
+00:08:33.080 --> 00:08:35.840
+quite a bit more concise.
+
+00:08:35.840 --> 00:08:40.840
+And we'll see some
+of that in a second.
+
+00:08:40.840 --> 00:08:45.980
+So I think you should care about
+this for one of two reasons.
+
+00:08:45.980 --> 00:08:48.700
+One, you did what I
+just
+
+00:08:48.700 --> 00:08:50.950
+demonstrated. You're on the internet,
+you saw something really cool,
+
+00:08:50.950 --> 00:08:54.080
+you found it, and nobody's
+made the HTML widget yet
+
+00:08:54.080 --> 00:08:56.550
+so you want to be
+the person to do it.
+
+00:08:56.550 --> 00:08:58.300
+That's a reason to be
+interested in React.
+
+00:08:58.300 --> 00:09:00.700
+It has a huge
+ecosystem with tons
+
+00:09:00.700 --> 00:09:03.160
+of things that deserve to
+have their own R wrappers.
+
+00:09:03.160 --> 00:09:06.250
+And I see if everyone in this
+class learns how to do this,
+
+00:09:06.250 --> 00:09:09.130
+maybe we could get a significant
+percentage for the React
+
+00:09:09.130 --> 00:09:11.645
+ecosystem into R.
+
+00:09:11.645 --> 00:09:14.020
+The other reason might be
+you're coming from a JavaScript
+
+00:09:14.020 --> 00:09:17.140
+development background, you
+have experience with React
+
+00:09:17.140 --> 00:09:20.290
+and you want to build
+a React-based library,
+
+00:09:20.290 --> 00:09:24.970
+and maybe adding it to R
+is an afterthought for you,
+
+00:09:24.970 --> 00:09:26.780
+or would be icing on top.
+
+00:09:26.780 --> 00:09:28.990
+So that's another reason
+to be interested in React,
+
+00:09:28.990 --> 00:09:31.932
+if you want to go
+deep on JavaScript.
+
+00:09:31.932 --> 00:09:33.640
+Oh, I should mention
+also that the reason
+
+00:09:33.640 --> 00:09:35.800
+to go deep on
+JavaScript with React,
+
+00:09:35.800 --> 00:09:39.580
+in particular, is it's just
+wildly, wildly, wildly popular
+
+00:09:39.580 --> 00:09:42.130
+and well supported by
+documentation and communities
+
+00:09:42.130 --> 00:09:45.000
+and so on.
+
+00:09:45.000 --> 00:09:47.310
+So React components,
+what are they?
+
+00:09:47.310 --> 00:09:51.280
+Very similar to
+HTML tags, honestly.
+
+00:09:51.280 --> 00:09:52.590
+I think of them as containers.
+
+00:09:52.590 --> 00:09:55.590
+They contain data
+hierarchically,
+
+00:09:55.590 --> 00:09:58.770
+so it's sort of a way
+to describe a tree.
+
+00:09:58.770 --> 00:10:02.520
+The big difference is that
+the HTML tags or elements
+
+00:10:02.520 --> 00:10:04.410
+are defined by a standard.
+
+00:10:04.410 --> 00:10:06.660
+The HTML5 standard is
+the most recent one.
+
+00:10:06.660 --> 00:10:09.330
+And there's a closed set
+of tags and closed set
+
+00:10:09.330 --> 00:10:11.030
+of behaviors for those tags.
+
+00:10:11.030 --> 00:10:12.780
+React components are
+different because you
+
+00:10:12.780 --> 00:10:15.480
+can define your own
+tags or components
+
+00:10:15.480 --> 00:10:18.150
+with their own behaviors that
+are specific to your library
+
+00:10:18.150 --> 00:10:21.270
+application.
+
+00:10:21.270 --> 00:10:22.770
+They contain something
+called props.
+
+00:10:22.770 --> 00:10:24.870
+You'll see this term
+in React documentation.
+
+00:10:24.870 --> 00:10:29.239
+Props are basically a mapping or
+a named list of keys to values,
+
+00:10:29.239 --> 00:10:31.530
+and then they can also contain
+other components, again,
+
+00:10:31.530 --> 00:10:33.540
+because they're hierarchical.
+
+00:10:33.540 --> 00:10:35.490
+And applications are
+formed by composing these
+
+00:10:35.490 --> 00:10:38.620
+into a tree of some kind.
+
+00:10:38.620 --> 00:10:41.530
+And then once you've finished
+composing your components,
+
+00:10:41.530 --> 00:10:44.140
+it's React's responsibility
+to take this user interface
+
+00:10:44.140 --> 00:10:46.030
+that you've described
+using React components
+
+00:10:46.030 --> 00:10:48.490
+and to display it
+efficiently in the browser.
+
+00:10:51.150 --> 00:10:53.870
+So this is sort of the
+minimum viable Hello
+
+00:10:53.870 --> 00:10:59.330
+World of React adapted from
+the Wikipedia page on React.
+
+00:10:59.330 --> 00:11:01.640
+There are four
+distinct code chunks.
+
+00:11:01.640 --> 00:11:04.670
+These wouldn't necessarily
+all appear in the same file.
+
+00:11:04.670 --> 00:11:07.989
+They could, but
+they don't have to.
+
+00:11:07.989 --> 00:11:09.530
+The first piece
+we're looking at here
+
+00:11:09.530 --> 00:11:10.910
+is the component definition.
+
+00:11:10.910 --> 00:11:13.700
+So a component is
+a JavaScript class
+
+00:11:13.700 --> 00:11:17.740
+and here I'm using
+newish JavaScript syntax.
+
+00:11:17.740 --> 00:11:19.985
+And class is in
+ES6, and so
+
+00:11:19.985 --> 00:11:21.110
+that's what we're looking at here.
+
+00:11:21.110 --> 00:11:23.320
+It is JavaScript.
+
+00:11:23.320 --> 00:11:26.900
+And we can see we're naming
+a component called Greeter.
+
+00:11:26.900 --> 00:11:29.840
+And then we can see that this
+component extends something
+
+00:11:29.840 --> 00:11:32.030
+else called React.Component.
+
+00:11:32.030 --> 00:11:33.800
+And what we're doing
+here is establishing
+
+00:11:33.800 --> 00:11:35.200
+a hierarchical relationship.
+
+00:11:35.200 --> 00:11:37.940
+We're saying this new class,
+Greeter, should inherit
+
+00:11:37.940 --> 00:11:41.000
+all the behavior of the
+superclass or parent class
+
+00:11:41.000 --> 00:11:43.430
+React.Component.
+
+00:11:43.430 --> 00:11:46.250
+There's only one required
+method, the render method,
+
+00:11:46.250 --> 00:11:48.960
+and that method needs
+to return something.
+
+00:11:48.960 --> 00:11:51.840
+And in this case, this
+looks like a syntax error,
+
+00:11:51.840 --> 00:11:52.700
+but it's not.
+
+00:11:52.700 --> 00:11:55.640
+We're in JSX, that special
+markup I mentioned,
+
+00:11:55.640 --> 00:11:58.520
+so we're in a world where
+there's a hybrid JavaScript
+
+00:11:58.520 --> 00:12:00.110
+Excel syntax at play.
+
+00:12:00.110 --> 00:12:01.610
+So what this is
+doing is effectively
+
+00:12:01.610 --> 00:12:04.640
+returning an instance of
+the H1 component, which
+
+00:12:04.640 --> 00:12:07.340
+is built into react.
+
+00:12:07.340 --> 00:12:10.340
+And then, finally, we're
+interpolated a value
+
+00:12:10.340 --> 00:12:12.600
+into that JSX expression.
+
+00:12:12.600 --> 00:12:16.737
+So if you've worked with glue or
+other languages that support--
+
+00:12:16.737 --> 00:12:18.320
+they call String
+interpolation, that's
+
+00:12:18.320 --> 00:12:19.570
+kind of what we're looking at. We're splicing
+
+00:12:19.570 --> 00:12:22.896
+data from one context
+into a template.
+
+00:12:22.896 --> 00:12:24.770
+And this kind of templating
+is another reason
+
+00:12:24.770 --> 00:12:27.560
+that JSX is so handy.
+
+00:12:27.560 --> 00:12:30.050
+Here's some more JSX where
+we're creating an instance
+
+00:12:30.050 --> 00:12:30.980
+of the Greeter class.
+
+00:12:30.980 --> 00:12:34.640
+You can see the less than sign.
+
+00:12:34.640 --> 00:12:36.650
+It says we're creating a tag.
+
+00:12:36.650 --> 00:12:39.500
+And greeting is
+equal to Hello World.
+
+00:12:39.500 --> 00:12:42.230
+This is the place where we
+assign those props I mentioned,
+
+00:12:42.230 --> 00:12:47.360
+that key value pairs associated
+with an instance of an element.
+
+00:12:47.360 --> 00:12:50.840
+And then, finally, we render
+the whole thing to the Dom.
+
+00:12:50.840 --> 00:12:51.980
+And the net effect--
+
+00:12:51.980 --> 00:12:53.729
+if you were to right
+click in your browser or look at the
+
+00:12:53.729 --> 00:12:55.880
+elements in the inspector,
+
+00:12:55.880 --> 00:12:57.710
+you would see there's
+a div called myApp
+
+00:12:57.710 --> 00:13:00.950
+with an H1 Hello World.
+
+00:13:00.950 --> 00:13:02.750
+Oops.
+
+00:13:02.750 --> 00:13:06.560
+So that's React in a
+very small nutshell.
+
+00:13:06.560 --> 00:13:08.390
+React R is a package
+that has been around
+
+00:13:08.390 --> 00:13:12.860
+since 2016 by a gentleman named
+Kent Russell, really nice guy.
+
+00:13:12.860 --> 00:13:14.840
+And his goal was
+to figure out ways
+
+00:13:14.840 --> 00:13:18.770
+to incorporate React and
+JSX into Shiny applications.
+
+00:13:18.770 --> 00:13:22.010
+And among other
+things, the package
+
+00:13:22.010 --> 00:13:25.370
+before we started working on
+it had React HTML dependencies,
+
+00:13:25.370 --> 00:13:28.580
+React and React Dom, and so
+it is the canonical place
+
+00:13:28.580 --> 00:13:32.690
+in the R package ecosystem
+where React stuff is currently
+
+00:13:32.690 --> 00:13:34.429
+being hung.
+
+00:13:34.429 --> 00:13:36.470
+He also did something
+really neat in his package.
+
+00:13:36.470 --> 00:13:38.930
+He embeds V8, the
+JavaScript engine,
+
+00:13:38.930 --> 00:13:43.610
+to support JSX tags or
+JSX strings inside R.
+
+00:13:43.610 --> 00:13:45.050
+It's pretty wild,
+but it basically
+
+00:13:45.050 --> 00:13:47.750
+means that you can write
+JSX without installing
+
+00:13:47.750 --> 00:13:49.040
+any JavaScript build tools.
+
+00:13:49.040 --> 00:13:51.331
+So that's a neat thing and
+Kent's done a lot with that.
+
+00:13:53.650 --> 00:13:56.360
+The enhancements that
+I'm demonstrating now
+
+00:13:56.360 --> 00:13:58.940
+have a more specific goal
+than the original package
+
+00:13:58.940 --> 00:14:03.620
+goal, which is to make HTML
+widgets, in particular, easier.
+
+00:14:03.620 --> 00:14:07.340
+And the idea to do this-- it
+was either Joe or JJ, somebody
+
+00:14:07.340 --> 00:14:09.320
+in our studio before
+me, identified
+
+00:14:09.320 --> 00:14:13.070
+a symmetry between React's API
+and the API of HTML widgets
+
+00:14:13.070 --> 00:14:15.380
+and thought, we have
+an opportunity here
+
+00:14:15.380 --> 00:14:17.825
+to bridge these two worlds
+in maybe an elegant
+
+00:14:17.825 --> 00:14:19.700
+way, or at least the way
+that would prevent people
+
+00:14:19.700 --> 00:14:22.490
+from writing lots of code.
+
+00:14:22.490 --> 00:14:24.740
+And the third goal is
+we want to, like I said,
+
+00:14:24.740 --> 00:14:28.070
+prescribe and support and
+document workflows and tool
+
+00:14:28.070 --> 00:14:30.380
+chains for those who are
+not as intimately familiar
+
+00:14:30.380 --> 00:14:34.930
+with the JavaScript ecosystem.
+
+00:14:34.930 --> 00:14:37.450
+So to make an HTML widget using
+everything I just told you
+
+00:14:37.450 --> 00:14:39.580
+about, you would first
+scaffold an R package
+
+00:14:39.580 --> 00:14:41.200
+with the usethis package.
+
+00:14:41.200 --> 00:14:42.550
+usethis, amazing package.
+
+00:14:42.550 --> 00:14:45.580
+It has a function in it
+called create_package
+
+00:14:45.580 --> 00:14:51.370
+and it will build out an
+empty skeletal package.
+
+00:14:51.370 --> 00:14:57.970
+Then you can call React R colon
+colon scaffold React widget
+
+00:14:57.970 --> 00:15:01.060
+while you're inside that package
+you just scaffolded, and it
+
+00:15:01.060 --> 00:15:05.560
+will populate with JavaScript
+build tool configurations
+
+00:15:05.560 --> 00:15:10.270
+that we will
+support and condone.
+
+00:15:10.270 --> 00:15:12.910
+And then, finally, you do need
+to install yarn and webpack
+
+00:15:12.910 --> 00:15:13.700
+on your machine.
+
+00:15:13.700 --> 00:15:16.547
+But once you do, then you
+can install these tools
+
+00:15:16.547 --> 00:15:18.130
+and they'll pick up
+that configuration
+
+00:15:18.130 --> 00:15:19.210
+we generated for you.
+
+00:15:19.210 --> 00:15:20.584
+And at the end of
+the day, you'll have a minimum
+
+00:15:20.584 --> 00:15:23.670
+viable working HTML widget with
+React in it.
+
+00:15:27.980 --> 00:15:31.310
+We do have some remaining
+work ahead of us.
+
+00:15:31.310 --> 00:15:35.840
+So I would prepare you, as you
+begin on your React journey,
+
+00:15:35.840 --> 00:15:38.030
+that there are some
+limitations currently.
+
+00:15:38.030 --> 00:15:40.430
+We haven't figured
+out a really nice way
+
+00:15:40.430 --> 00:15:43.880
+of sending data or really
+supporting widget authors
+
+00:15:43.880 --> 00:15:48.754
+to send data from the browser
+context to the R context.
+
+00:15:48.754 --> 00:15:50.670
+This is not impossible
+right now and, in fact,
+
+00:15:50.670 --> 00:15:54.860
+nothing I'm showing you was
+impossible before my talk
+
+00:15:54.860 --> 00:15:58.277
+because it really just was a
+factor of how much JavaScript
+
+00:15:58.277 --> 00:15:59.360
+you were willing to write.
+
+00:15:59.360 --> 00:16:03.410
+So this is a case where sending
+values from a React-based HTML
+
+00:16:03.410 --> 00:16:06.547
+widget to R, not impossible,
+but as of right
+
+00:16:06.547 --> 00:16:08.630
+now, you're going to need
+to write some JavaScript that
+
+00:16:08.630 --> 00:16:12.980
+relies on this existing Shiny
+feature on input change.
+
+00:16:12.980 --> 00:16:15.050
+We made some
+interesting prototypes
+
+00:16:15.050 --> 00:16:18.080
+to support this without
+additional JavaScript
+
+00:16:18.080 --> 00:16:20.510
+and I think these ideas
+hold some promise.
+
+00:16:20.510 --> 00:16:23.450
+So over the coming
+weeks, days, months,
+
+00:16:23.450 --> 00:16:25.179
+we're going to be
+iterating on that.
+
+00:16:25.179 --> 00:16:27.470
+And again, this is why it
+would be so awesome if you're
+
+00:16:27.470 --> 00:16:29.844
+interested in this to get
+involved and try it out and let us know
+
+00:16:29.844 --> 00:16:31.950
+what would feel natural
+to you
+
+00:16:31.950 --> 00:16:33.408
+because at the end
+of the day, this is all about
+
+00:16:33.408 --> 00:16:36.022
+supporting ease of use and
+accessibility.
+
+00:16:40.800 --> 00:16:43.110
+So that's all the
+material I have prepared.
+
+00:16:43.110 --> 00:16:45.160
+I think I'll have quite
+a few time for questions.
+
+00:16:45.160 --> 00:16:47.659
+I would like to make a special
+thanks to Kent Russell, who's been
+
+00:16:47.659 --> 00:16:49.650
+such a great package
+maintainer
+
+00:16:49.650 --> 00:16:51.810
+and maybe I could call him
+a friend at this point.
+
+00:16:51.810 --> 00:16:54.210
+Haven't met him in
+person, a lot of e-mails,
+
+00:16:54.210 --> 00:16:56.190
+but I hope he's cool with that.
+
+00:16:56.190 --> 00:16:57.270
+So thank you, Kent.
+
+00:16:57.270 --> 00:16:58.270
+Thank you all very much.
+
+00:16:58.270 --> 00:17:00.745
+[APPLAUSE]
+
+00:17:06.182 --> 00:17:07.640
+We do have some
+time for questions.
+
+00:17:07.640 --> 00:17:09.390
+So let me know and all
+throw you the-- ah.
+
+00:17:15.532 --> 00:17:16.530
+Throw it.
+
+00:17:16.530 --> 00:17:18.450
+Throw it?
+
+00:17:18.450 --> 00:17:20.390
+I'm going to bean somebody.
+
+00:17:20.390 --> 00:17:22.940
+Here you go.
+
+00:17:22.940 --> 00:17:23.730
+This how we do it?
+
+00:17:23.730 --> 00:17:25.319
+OK.
+
+00:17:25.319 --> 00:17:27.660
+It's funny when you go to a
+talk and it covers something
+
+00:17:27.660 --> 00:17:31.770
+that you already were
+dying to learn about.
+
+00:17:31.770 --> 00:17:32.760
+So thank you very much.
+
+00:17:32.760 --> 00:17:33.420
+Sure.
+
+00:17:33.420 --> 00:17:39.090
+However, the problem is that I
+have a similar mapping library
+
+00:17:39.090 --> 00:17:43.200
+sort of application,
+but it's from View.
+
+00:17:43.200 --> 00:17:49.560
+How-- not sure how
+to phrase this.
+
+00:17:49.560 --> 00:17:52.481
+How much work is it to
+create this React R package?
+
+00:17:52.481 --> 00:17:54.480
+And do you think it's
+very likely that something
+
+00:17:54.480 --> 00:17:56.340
+would be recreated for View?
+
+00:17:56.340 --> 00:17:58.740
+So first of all, great point.
+
+00:17:58.740 --> 00:18:00.510
+Second of all, we
+should hang out.
+
+00:18:00.510 --> 00:18:03.300
+Maybe we can be friends.
+
+00:18:03.300 --> 00:18:09.180
+Third, we think very highly
+of you within our studio.
+
+00:18:09.180 --> 00:18:11.820
+And I say that's kind
+of the collective
+
+00:18:11.820 --> 00:18:13.890
+because I don't have
+personal experience with it,
+
+00:18:13.890 --> 00:18:15.480
+but we have several
+experience reports
+
+00:18:15.480 --> 00:18:18.060
+internally of successes.
+
+00:18:18.060 --> 00:18:20.730
+We chose React initially because
+there was already an existing
+
+00:18:20.730 --> 00:18:23.220
+package and someone in the
+community we could work with
+
+00:18:23.220 --> 00:18:26.742
+on it, and because
+there-- it seems like--
+
+00:18:26.742 --> 00:18:28.200
+I could be wrong,
+but my impression
+
+00:18:28.200 --> 00:18:30.990
+is there are far more available
+libraries in React world
+
+00:18:30.990 --> 00:18:33.207
+than in View world
+as of this moment.
+
+00:18:33.207 --> 00:18:35.790
+I could be wrong about that, but
+that's kind of my impression.
+
+00:18:35.790 --> 00:18:36.780
+Is that on point?
+
+00:18:36.780 --> 00:18:37.280
+Or--
+
+00:18:37.280 --> 00:18:37.780
+Sure. No, I agree.
+
+00:18:37.780 --> 00:18:38.527
+My
+
+00:18:38.527 --> 00:18:44.266
+question, is it better
+[INAUDIBLE] View.
+
+00:18:44.266 --> 00:18:48.008
+My question is whether
+there's a massive amount of
+
+00:18:48.008 --> 00:18:50.270
+work [INAUDIBLE].
+
+00:18:50.270 --> 00:18:51.541
+Oh, no.
+
+00:18:51.541 --> 00:18:56.950
+--initially just building
+my own widget from 0.
+
+00:18:56.950 --> 00:18:58.300
+Right.
+
+00:18:58.300 --> 00:19:01.090
+So to answer that specific
+technical question,
+
+00:19:01.090 --> 00:19:06.850
+I think there are as few, if not
+fewer technical hurdles in View
+
+00:19:06.850 --> 00:19:07.930
+as there are on React.
+
+00:19:07.930 --> 00:19:11.440
+I mentioned the symmetry
+between HTML widgets and React.
+
+00:19:11.440 --> 00:19:13.619
+I believe there is that
+same symmetry based
+
+00:19:13.619 --> 00:19:15.910
+on what I know right now
+between HTML widgets and view.
+
+00:19:15.910 --> 00:19:17.326
+So it's something
+we've identified and
+
+00:19:17.326 --> 00:19:20.338
+we really want to do at some
+point in the future.
+
+00:19:20.338 --> 00:19:21.256
+Thank you.
+
+00:19:23.971 --> 00:19:24.470
+Hi.
+
+00:19:24.470 --> 00:19:26.040
+I had a question about--
+
+00:19:26.040 --> 00:19:28.704
+there's this library that you
+guys have called Crosstalk.
+
+00:19:28.704 --> 00:19:30.370
+I'm not sure if you're
+familiar with it.
+
+00:19:30.370 --> 00:19:30.869
+Yes. But what
+
+00:19:30.869 --> 00:19:34.720
+it does is, if you
+have some data
+
+00:19:34.720 --> 00:19:39.040
+that you want to filter on the
+front end, you can add a plotly
+
+00:19:39.040 --> 00:19:41.680
+and you can add a data table
+and you can add some dropdowns,
+
+00:19:41.680 --> 00:19:44.260
+and it does all of those
+filterings very quickly for you
+
+00:19:44.260 --> 00:19:45.800
+on the front end.
+
+00:19:45.800 --> 00:19:48.357
+I don't know if work is being
+actively done on that package,
+
+00:19:48.357 --> 00:19:50.440
+but when I was looking at
+the stuff you were doing
+
+00:19:50.440 --> 00:19:53.470
+with the React, I was
+wondering if that sort
+
+00:19:53.470 --> 00:19:55.510
+of front-end filtering
+and aggregation
+
+00:19:55.510 --> 00:19:58.540
+is something that you guys
+have planned for React.
+
+00:19:58.540 --> 00:20:01.390
+So we haven't worked
+on that specifically,
+
+00:20:01.390 --> 00:20:03.040
+but it is one of
+our goals to be what
+
+00:20:03.040 --> 00:20:06.060
+I think of as well-behaved
+members of the HTML widgets
+
+00:20:06.060 --> 00:20:07.880
+ecosystem.
+
+00:20:07.880 --> 00:20:10.840
+There are some cases where we're
+going to sacrifice capabilities
+
+00:20:10.840 --> 00:20:11.507
+for ease of use.
+
+00:20:11.507 --> 00:20:13.881
+So I mentioned that there's
+a lot of scaffolding involved to get
+
+00:20:13.881 --> 00:20:16.150
+people going quickly I think
+Crosstalk is one
+
+00:20:16.150 --> 00:20:19.330
+of those cases where it would
+be very difficult for us
+
+00:20:19.330 --> 00:20:23.410
+to scaffold a general
+approach, so JavaScript
+
+00:20:23.410 --> 00:20:24.160
+would be involved.
+
+00:20:24.160 --> 00:20:26.470
+But it's certainly not something
+we would rule out or otherwise
+
+00:20:26.470 --> 00:20:27.160
+make impossible.
+
+00:20:27.160 --> 00:20:28.790
+So it would always be possible.
+
+00:20:28.790 --> 00:20:32.680
+It just may involve more
+JavaScript than I showed.
+
+00:20:32.680 --> 00:20:33.250
+Yes?
+
+00:20:33.250 --> 00:20:33.749
+Yeah. Would
+
+00:20:33.749 --> 00:20:37.570
+there be any limitations on
+the React components
+
+00:20:37.570 --> 00:20:38.680
+as to compatibility?
+
+00:20:38.680 --> 00:20:42.610
+For example, something
+that does too much in React
+
+00:20:42.610 --> 00:20:44.800
+that you wouldn't
+be able to support?
+
+00:20:44.800 --> 00:20:45.940
+Excellent question.
+
+00:20:45.940 --> 00:20:46.570
+Yes.
+
+00:20:46.570 --> 00:20:48.370
+So we made some
+cuts there, again,
+
+00:20:48.370 --> 00:20:49.792
+in the interest of ease of use.
+
+00:20:49.792 --> 00:20:51.250
+There are certain
+things you can do
+
+00:20:51.250 --> 00:20:55.270
+in React that don't really
+follow from the model
+
+00:20:55.270 --> 00:20:57.550
+that we advocate.
+
+00:20:57.550 --> 00:20:59.860
+We settled on the model
+we have because it's
+
+00:20:59.860 --> 00:21:01.390
+a set of conventions
+for interoping
+
+00:21:01.390 --> 00:21:04.831
+with React that seemed to work
+for majority of libraries.
+
+00:21:04.831 --> 00:21:07.330
+There are those edge cases, and
+when you hit the edge cases,
+
+00:21:07.330 --> 00:21:08.975
+it's kind of like
+the Crosstalk story.
+
+00:21:08.975 --> 00:21:11.350
+It's sort of you need to you
+need to know JavaScript then
+
+00:21:11.350 --> 00:21:12.580
+at that point.
+
+00:21:12.580 --> 00:21:14.600
+But again, when you
+do get to that point,
+
+00:21:14.600 --> 00:21:17.170
+our goal is to at least have
+examples and documentation
+
+00:21:17.170 --> 00:21:22.870
+to support you as you go that
+direction in JavaScript world
+
+00:21:22.870 --> 00:21:25.030
+so that it's never totally
+inaccessible to you,
+
+00:21:25.030 --> 00:21:26.740
+that you identify
+while you're building
+
+00:21:26.740 --> 00:21:28.990
+your widget that that's a step,
+a bridge you need to cross,
+
+00:21:28.990 --> 00:21:31.448
+and then we're there to hold
+your hand, at least, while you while
+
+00:21:31.448 --> 00:21:34.450
+you do that.
+
+00:21:34.450 --> 00:21:36.300
+[FLOURISH]
\ No newline at end of file
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+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="/solutions" data-drupal-link-system-path="node/271">Explore All Solutions</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>By industry</span>
+
+
+
+ <ul data-count="4" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/solutions/financial-services" data-drupal-link-system-path="node/261">Financial Services</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/solutions/insurance" data-drupal-link-system-path="node/896">Insurance</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/solutions/pharma" data-drupal-link-system-path="node/906">Pharma</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/solutions/public-sector" data-drupal-link-system-path="node/901">Public Sector</a>
+
+
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--featured">
+
+
+ <div class="media aspect-361/258 mb-4 rounded-2xl overflow-hidden cover-image">
+
+
+
+
+
+<div class="media media--type-image media--view-mode-menu-teaser h-[inherit] [&_img]:rounded-xl [&_img]:mx-auto">
+
+ <picture>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=P1kmdm55 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=1Ckcj4tk 2x" media="all and (min-width: 640px)" type="image/webp" width="480" height="401"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=oGW6WRq0 1x, /sites/default/files/styles/large_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=c5MXTBVu 2x" type="image/webp" width="600" height="501"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/nav-pinterest-feat.png?itok=Ba-bngWD 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/nav-pinterest-feat.png?itok=N-kmibpH 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="401"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/nav-pinterest-feat.png?itok=BzI58ESP 1x, /sites/default/files/styles/large_hq/public/image/2026-04/nav-pinterest-feat.png?itok=PeHsxZvw 2x" type="image/png" width="600" height="501"/>
+ <img loading="lazy" width="600" height="501" src="/sites/default/files/styles/small_hq/public/image/2026-04/nav-pinterest-feat.png?itok=BzI58ESP" alt="pinterest customer story featured image" />
+
+ </picture>
+
+
+
+ </div>
+
+ </div>
+ <h4 class="h4 text-blue-600 font-bold mb-2 leading-[1.33]">
+ Securing Insights Without Compromise
+ </h4>
+ <div class="description text-gray-200 text-base leading-[1.25] mb-3"> Pinterest's People Analytics team eliminated risky PII downloads by connecting Posit Workbench directly to Snowflake. This resulted in stronger security, faster collaboration, and advanced statistical modeling for deeper insights. Read how they modernized their workflow.
+ </div>
+ <div class="title"><a href="/about/customer-stories/pinterest">Learn More</a></div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+ </div>
+ </div>
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded">
+ <button tabindex="0" class="dropdown-trigger" aria-label="Expand Products" aria-expanded="false" type="button">Products</button>
+
+
+ <div class="menu-dropdown">
+ <div class="dropdown-content surface-light menu:bg-white menu:rounded-2xl menu:p-10 text-gray-200">
+ <h3 class="text-[24px] leading-[1.25] text-blue-600 font-semibold d-none menu:block menu:mb-8">Products</h3>
+
+ <ul data-count="3" class="menu menu-level-1">
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Analyze</span>
+
+
+
+ <ul data-count="7" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/workbench" data-drupal-link-system-path="node/156">Posit Workbench</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Maintain control with centralized management
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://posit.co/products/ide/positron">Positron Pro</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> A secure, governed, and scalable data science editor, delivered through Posit Workbench
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/ai" data-drupal-link-system-path="node/216">Posit AI for RStudio</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Activate a specialized agent directly in RStudio, transforming your IDE into a powerful collaborator for data analysis.
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/cloud" data-drupal-link-system-path="node/191">Posit Cloud</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Code in RStudio or Jupyter Notebooks and easily share
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="/products/enterprise/team" data-drupal-link-system-path="node/981">Explore Posit Team Suite</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="/products" data-drupal-link-system-path="node/1001">All products</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="/pricing" data-drupal-link-system-path="node/1046">Get Pricing</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Publish</span>
+
+
+
+ <ul data-count="3" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/connect" data-drupal-link-system-path="node/161">Posit Connect</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Share and update dynamic data insights and applications
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/connect-cloud" data-drupal-link-system-path="node/1006">Posit Connect Cloud</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Quickly publish and share Python and R work
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://www.shinyapps.io/?_gl=1*2w6ctu*_ga*MjAzNTYzNjYyLjE3Njk0NTQ1MTU.*_ga_2C0WZ1JHG0*czE3NzIyMjUwMzUkbzk0JGcxJHQxNzcyMjI3NjAxJGo2MCRsMCRoMA.." target="_blank">shinyapps.io</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Share your Shiny applications online
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Govern</span>
+
+
+
+ <ul data-count="2" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/package-manager" data-drupal-link-system-path="node/166">Posit Package Manager</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Distribute and manage secure, scalable, package repositories for Python and R
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/public-package-manager" data-drupal-link-system-path="node/1026">Public Package Manager</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Discover and install Python and R packages from CRAN, PyPl and Bioconductor
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+ </div>
+ </div>
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded">
+ <button tabindex="0" class="dropdown-trigger" aria-label="Expand Open Source" aria-expanded="false" type="button">Open Source</button>
+
+
+ <div class="menu-dropdown">
+ <div class="dropdown-content surface-light menu:bg-white menu:rounded-2xl menu:p-10 text-gray-200">
+ <h3 class="text-[24px] leading-[1.25] text-blue-600 font-semibold d-none menu:block menu:mb-8">Open Source</h3>
+
+ <ul data-count="4" class="menu menu-level-1">
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Analyze & Explore</span>
+
+
+
+ <ul data-count="4" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/ide/positron" data-drupal-link-system-path="node/151">Positron</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/open-source/rstudio" data-drupal-link-system-path="node/696">RStudio IDE</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="https://docs.posit.co/ide/user/#rstudio-ide-oss-downloads" target="_blank">Download rstudio</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="https://positron.posit.co/download.html">Download Positron</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>About Open Source</span>
+
+
+
+ <ul data-count="4" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/people/" target="_blank">People</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/about/r/" target="_blank">Our R work</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/about/python/" target="_blank">Our Python work</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/about/ai/" target="_blank">Our AI work</a>
+
+
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Open Source resources</span>
+
+
+
+ <ul data-count="6" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/blog/" target="_blank">Open Source blog</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/software/" target="_blank">Open Source software</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/resources/cheatsheets/" target="_blank">Cheatsheets</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/resources/videos/" target="_blank">Open Source videos</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/events/" target="_blank">Open Source events</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://github.com/posit-dev" target="_blank">GitHub</a>
+
+
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--featured">
+
+
+ <div class="media aspect-361/258 mb-4 rounded-2xl overflow-hidden cover-image">
+
+
+
+
+
+<div class="media media--type-image media--view-mode-menu-teaser h-[inherit] [&_img]:rounded-xl [&_img]:mx-auto">
+
+ <picture>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=R7-D-OJK 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=p1NGWVXw 2x" media="all and (min-width: 640px)" type="image/webp" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=-XeDSJMF 1x, /sites/default/files/styles/large_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=lBlKQvOE 2x" type="image/webp" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=ZyXXXuV1 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=kFPqZa7a 2x" media="all and (min-width: 640px)" type="image/png" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=cT9UJTq5 1x, /sites/default/files/styles/large_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=OWCLd1iQ 2x" type="image/png" width="383" height="295"/>
+ <img loading="lazy" width="383" height="295" src="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=cT9UJTq5" alt="Open Source Website featured image" />
+
+ </picture>
+
+
+
+ </div>
+
+ </div>
+ <h4 class="h4 text-blue-600 font-bold mb-2 leading-[1.33]">
+ Open Source is in Our DNA
+ </h4>
+ <div class="description text-gray-200 text-base leading-[1.25] mb-3"> We believe data science software should be free and open for everyone. Check out our latest open-source initiatives and libraries.
+ </div>
+ <div class="title"><a href="https://opensource.posit.co/">Visit our Open Source website</a></div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+ </div>
+ </div>
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded">
+ <button tabindex="0" class="dropdown-trigger" aria-label="Expand Customers" aria-expanded="false" type="button">Customers</button>
+
+
+ <div class="menu-dropdown">
+ <div class="dropdown-content surface-light menu:bg-white menu:rounded-2xl menu:p-10 text-gray-200">
+ <h3 class="text-[24px] leading-[1.25] text-blue-600 font-semibold d-none menu:block menu:mb-8">Customers</h3>
+
+ <ul data-count="3" class="menu menu-level-1">
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>By Team</span>
+
+
+
+ <ul data-count="5" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B6%5D=6&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"6":"6"}}" data-drupal-link-system-path="node/661">Data Scientists</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B11%5D=11&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"11":"11"}}" data-drupal-link-system-path="node/661">Data Science Leaders</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B16%5D=16&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"16":"16"}}" data-drupal-link-system-path="node/661">IT Leaders</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B21%5D=21&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"21":"21"}}" data-drupal-link-system-path="node/661">Business Leaders</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="/about/customer-stories" data-drupal-link-system-path="node/661">View all teams</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>By Industry</span>
+
+
+
+ <ul data-count="5" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?field_industries%5B31%5D=31&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"field_industries":{"31":"31"},"search_api_fulltext":""}" data-drupal-link-system-path="node/661">Financial Services</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?field_industries%5B46%5D=46&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"field_industries":{"46":"46"},"search_api_fulltext":""}" data-drupal-link-system-path="node/661">Insurance</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?field_industries%5B36%5D=36&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"field_industries":{"36":"36"},"search_api_fulltext":""}" data-drupal-link-system-path="node/661">Pharma</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?field_industries%5B26%5D=26&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"field_industries":{"26":"26"},"search_api_fulltext":""}" data-drupal-link-system-path="node/661">Public Sector</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="/about/customer-stories" data-drupal-link-system-path="node/661">View all industries</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Customer Resources</span>
+
+
+
+ <ul data-count="1" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
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+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=V9t_Swzo 1x, /sites/default/files/styles/medium_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=RV4xZ1P8 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="270"/>
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+ <h4 class="h4 text-blue-600 font-bold mb-2 leading-[1.33]">
+ Introducing Posit Academy
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+
+
+ <div class="mt-8 lg:mt-10 before:icon-calendar/[20px] before:bg-white before:block flex items-center gap-2.5 text-white text-xs leading-[1.33] font-semibold"> 2019-01-24
+ </div>
+
+
+ <h1 class="h1 lg:text-[54px] mt-5">Integrating React.js and Shiny</h1>
+ </div>
+ </div>
+ </div>
+
+ <div class="container container-default max-w-[1038px]">
+
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+
+ <iframe src="https://posit.co/media/oembed?url=https%3A//fast.wistia.com/medias/aduduauhq9&max_width=0&max_height=0&hash=8bshxLoaTINVWa9k0p7eZCJHc6O486N69Ifpzmsd2ss" width="960" height="540" class="media-oembed-content" loading="lazy" title="Integrating React.js and Shiny - Alan Dipert" data-video-id="aduduauhq9"></iframe>
+
+
+ </div>
+
+
+
+ </div>
+
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+ <div id="resource-body" class="mt-13 mb-20 max-w-[696px] md:mt-15 mx-auto">
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+ <span class="text-base md:text-lg">Share</span>
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+ <span class="a2a_kit a2a_kit_size_32 addtoany_list" data-a2a-url="https://posit.co/resources/videos/integrating-react-js-and-shiny" data-a2a-title="Integrating React.js and Shiny"><a class="a2a_button_facebook"></a><a class="a2a_button_mastodon"></a><a class="a2a_button_linkedin"></a><a class="a2a_button_bluesky"></a></span>
+
+ </div>
+ </div>
+ <div class="mt-13">
+ <div class="text-formatted">
+ <hr>
+<p>React.js is a thriving JavaScript library that eases encapsulating and sharing sophisticated component libraries. The React.js ecosystem is filled with components for doing everything from color selection (react-color) to animation (react-spring). While it's always been technically possible to integrate React.js components with Shiny applications, it hasn't always been particularly obvious how. To make it easier, we augmented the excellent reactR package with functions specifically designed to make it easier to create new htmlwidgets, inputs, and outputs based on React.js components. In this talk, I will further motivate and demonstrate these new tools and do my best to empower the audience to try them out.</p>
+ </div>
+
+ </div>
+ </div>
+ </div>
+
+ <h2 class="h2 md:mb-18">Speakers</h2>
+ <div class="flex flex-col gap-8 max-w-[1008px]">
+
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+
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+ <div class="w-[107px] h-[107px] md:w-[178px] md:h-[178px] rounded-xl shrink-0 overflow-hidden [&_img]:cover">
+ <picture>
+ <source srcset="/sites/default/files/styles/medium_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=m74AE6hd 1x, /sites/default/files/styles/large_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=Q2FTUJE4 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="480"/>
+ <source srcset="/sites/default/files/styles/x_small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=wjGCvil4 1x, /sites/default/files/styles/small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=jiynn8gN 2x" type="image/png" width="100" height="100"/>
+ <img loading="lazy" width="100" height="100" src="/sites/default/files/styles/x_small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=wjGCvil4" alt="Profile picture of Alan Dipert" />
+
+ </picture>
+
+
+
+ </div>
+ <div class="content">
+ <h3 class="h3 mb-3 md:mb-4 text-blue-600">Alan Dipert</h3>
+ <div class="text-base font-semibold text-blue-300"></div>
+ <div class="text-base leading-[1.75] mt-6"><div class="text-formatted">
+ <span>Alan is a software engineer on the Shiny team at RStudio. In the past, he’s helped build web applications, reporting pipelines, and many things between. When he’s not working, Alan likes to spend his time reading or being with his family.</span>
+
+ </div>
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+ <li class="x"> <a href="https://twitter.com/alandipert" rel="nofollow" target="_blank">https://twitter.com/alandipert</a> </li>
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+</div>
+
+ </div>
+ </div>
+</div>
+
+
+
+ </div>
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+ <a href="https://opensource.posit.co/about/python/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Python</a>
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+ <a href="https://opensource.posit.co/about/ai/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">AI</a>
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+ <a href="https://opensource.posit.co/people/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">People</a>
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+ <div class="" data-item="open-source-events">
+ <a href="https://opensource.posit.co/events/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Open Source events</a>
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+ <div class="" data-item="cheatsheets">
+ <a href="https://opensource.posit.co/resources/cheatsheets/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Cheatsheets</a>
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+ <div class="" data-item="open-source-videos">
+ <a href="https://opensource.posit.co/resources/videos/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Open Source videos</a>
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+ <div class="" data-item="open-source-blog">
+ <a href="https://opensource.posit.co/blog/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Open Source blog</a>
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+ <div class="" data-item="financial-services">
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+ <a href="/about/customer-stories" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top" data-drupal-link-system-path="node/661">View all</a>
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+ <a href="/data-science-hangout" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top" data-drupal-link-system-path="node/611">Data Science Hangouts</a>
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+ <a href="/thetestset" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top" data-drupal-link-system-path="node/46">The Test Set: Podcast</a>
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+ <a href="https://conf.posit.co/2026" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">posit::conf</a>
+
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+ <a href="https://docs.posit.co/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Documentation</a>
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+ <a href="https://forum.posit.co/?_gl=1*1fjw5mc*_ga*MjAzNTYzNjYyLjE3Njk0NTQ1MTU.*_ga_2C0WZ1JHG0*czE3NzIyMjUwMzUkbzk0JGcxJHQxNzcyMjI3NjAxJGo2MCRsMCRoMA.." target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Community forum</a>
+
+ </div>
+
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+ <div class="" data-item="knowledge-base">
+ <a href="https://support.posit.co/hc/en-us?_gl=1*1fjw5mc*_ga*MjAzNTYzNjYyLjE3Njk0NTQ1MTU.*_ga_2C0WZ1JHG0*czE3NzIyMjUwMzUkbzk0JGcxJHQxNzcyMjI3NjAxJGo2MCRsMCRoMA.." target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Knowledge base</a>
+
+ </div>
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+ <a href="/about/pbc-report" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top" data-drupal-link-system-path="node/651">PBC Report</a>
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+ <div class="" data-item="positconf">
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\u003Cp\u003EEBOOK: The Enterprise Guide to Scaling AI-powered Data Science with Posit + Snowflake\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca data-component-id=\u0022kinetic:button\u0022 data-component-variant=\u0022btn-primary\u0022 pst-datalayer-event=\u0022cta_click\u0022 href=\u0022\/ebook\/the-enterprise-guide-to-scaling-ai-powered-data-science-with-posit-snowflake\u0022 class=\u0022btn-primary [\u0026amp;_img]:h-8\u0022\u003EGet the guide\u003C\/a\u003E\n\n\n \u003C\/div\u003E\n \n \u003Ca href=\u0022#\u0022 class=\u0022close-dmb-notification absolute top-[50%] right-3 translate-y-[-50%] after:icon-close\/[24px] after:bg-white after:block\u0022 aria-label=\u0022Close notification\u0022\u003E\u003C\/a\u003E\n\u003C\/div\u003E\n\n","startTime":"","endTime":"","contentTypes":[],"sitewide":"0","pathLimit":["\/use-cases\/snowflake"],"excluded":[],"id":"41"},{"content":"\n\n\n\n\n\u003Cdiv class=\u0022dmb-notification glide__slide flex justify-center 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class=\u0022text-formatted\u0022\u003E\n \u003Cp\u003EDigital Insurance Reprint: Building a data science culture that ships models and meets regulatory demands\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca data-component-id=\u0022kinetic:button\u0022 data-component-variant=\u0022btn-primary\u0022 pst-datalayer-event=\u0022cta_click\u0022 href=\u0022\/ebook\/building-a-data-science-culture-that-ships-models-and-meets-regulatory-demands-reprint\u0022 class=\u0022btn-primary [\u0026amp;_img]:h-8\u0022\u003ERead more\u003C\/a\u003E\n\n\n \u003C\/div\u003E\n \n \u003Ca href=\u0022#\u0022 class=\u0022close-dmb-notification absolute top-[50%] right-3 translate-y-[-50%] after:icon-close\/[24px] after:bg-white after:block\u0022 aria-label=\u0022Close notification\u0022\u003E\u003C\/a\u003E\n\u003C\/div\u003E\n\n","startTime":"","endTime":"","contentTypes":[],"sitewide":"0","pathLimit":["\/use-cases\/insurance"],"excluded":[],"id":"26"},{"content":"\n\n\n\n\n\u003Cdiv class=\u0022dmb-notification glide__slide flex justify-center items-center relative\u0022 dmb-notification-id=\u002221\u0022 dmb-cookie-expiration=\u0022365\u0022 dmb-auto-dismiss=\u00220\u0022 dmb-dismiss-time=\u002215\u0022 data-component-id=\u0022kinetic:dmb-notification\u0022\u003E\n \u003Cdiv class=\u0022dmb-notification-content min-h-[var(--dmb-height)] flex flex-row gap-[12px] xl:gap-[18px] justify-center items-center pl-[18px] pr-[52px] xl:px-42 py-2 [\u0026amp;_p]:text-white [\u0026amp;_.btn-primary]:btn-blue xl:text-center\u0022\u003E \n\n \u003Cdiv class=\u0022text-formatted\u0022\u003E\n \u003Cp\u003EEBOOK: \u003Cspan\u003EThe Enterprise Guide for Data Scientists to Accelerate AI-driven Insights and Enhance Productivity.\u003C\/span\u003E\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca data-component-id=\u0022kinetic:button\u0022 data-component-variant=\u0022btn-primary\u0022 pst-datalayer-event=\u0022cta_click\u0022 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Thank you so much for coming. I really, really appreciate it. I've been doing some very exciting work and I'm really even more excited to share it with you all today. So I'm Alan Dipert. I work at RStudio. Like Barrett, I'm on the Shiny team and I've had the pleasure over the past few months of working on this problem of integrating React, the JavaScript library, with Shiny.\n\nI believe that for quite some time people in the Shiny community have been interested in React and about ways to integrate it with Shiny, and so this work was initiated in an effort to bridge that gap somehow. And we've been at it for a few months and we have work to show, which is why I'm here and why I'm so excited.\n\nBut some questions and problems remain unsolved, and that's sort of where you come in. So I would encourage you, if you're at all interested in any of this, to follow up with me afterwards. There may or may not be time for questions, but I'm always happy to talk about this stuff. And we can talk shop and discuss why you're interested in the context that you're interested in it in because I think that this could be the start of a really fun and exciting little niche thing in the Shiny ecosystem.\n\nSo without further ado, let's start with a motivating problem, I guess, a problem slash demo.\n\nSo like many of you, I'm online. I'm on the web. I surf the web. And you come across things that are awesome and the only problem with them is that they don't have an HTML widget or they're otherwise not accessible from R. So one of these things that I ran across was a React-based library called Mapbox GL.\n\nMapbox is a company.\n\nThey make a library called Mapbox GL, which is very similar to Leaflet, but it has some interesting properties. In particular, it's highly themeable. So let me show you some of the demos of this thing.\n\nSo this is a very nice Leaflet-esque map.\n\nBut of course, we can do heat maps, pretty fancy. And you can switch between these. The thing that's governing the colors of the roads and the city and county titles and stuff, that's all governed by one of these Mapbox style objects. And then on the left hand side here we've got the heap of JavaScript code involved in rendering that.\n\nProbably my most favorite one is the Superman mode one where you literally fly around.\n\nRight?\n\nSo just to be clear, I didn't make this. But I think it's awesome and this is the kind of thing that I think gets me excited when I am able to use it from R.\n\nSo what I did is in the course of not too long, maybe an hour or two, using the tools and I'm about to explain to you, I was able to make my own HTML widget that provides a subset of the functionality we just saw and delivers it to us as an R HTML widget. And so I became aware early in the conference that the most important thing to keep in mind about here in Austin are tacos.\n\nSo there's this trending--\n\nhas been trending. Someone named Caitlin Hudon--\n\nhope I got that right--\n\nwho I haven't met, apparently posted on Twitter a list of her five favorite places. And then an RStudio person, Thomas Marchi made a Shiny dashboard using a Leaflet map, and I thought, hey, in keeping with the tradition of taco enthusiasm, I should make some kind of taco app.\n\nSo here we are.\n\nI've got some taco joints loaded up into a data frame and I'm displaying them with a data table here. And then over here I've got taco locations with fork and knife sort of blurry little icons. And then probably the neatest but also most awkward thing I can do is I can filter this, and after a little bit of burping, it comes back and you can see that we filter what shows up on the map.\n\nSo like I said, this was, like, an hour or two of work. Now, granted, I'm, like, the world's expert on this weird little library, so take that with a grain of salt. But like I said, I'm always happy to help you use it.\n\nSo this is the promise. This is the kind of thing that I think we can do more of if we develop these tools that help us bridge the JavaScript ecosystem, in particular the React ecosystem with Shiny.\n\nI'll flip back into PowerPoint mode here.\n\nOh, yeah. So there's some recordings in case there are internet issues.\n\nSo this is the all of the JavaScript code that I needed to write in order to make go what I just showed you.\n\nIf you know JavaScript and are familiar with React, you might have a slight grin or even a smile on your face.\n\nIf you don't know JavaScript or don't know React, you might be a little worried at this point. But don't be.\n\nI can assure you that the things you see here can be learned fairly quickly and a big part of what we hope to do with this initiative is to build out not just the code to do that bridging that I mentioned, but also to build out the documentation and the recommendations around learning JavaScript, leveraging its ecosystem, and all those things that surround JavaScript development to make them more accessible to people who don't have that experience.\n\nSo this is the extent of the code that does the adapting of the React library I just showed to Shiny world.\n\nAnd yeah, I think it's, like, 11 lines of code. I don't know.\n\nIs anyone surprised at how small this is or disgusted by how big it is?\n\nShow of hands. Hm, OK.\n\n[LAUGHTER]\n\nMy meme game is usually very weak, but I put this one in. It seems they've gone well, so all right. So if you're the kind of person who would prefer to ignore me for the next 15 minutes and just start hacking, here are the URLs you need to know about. We have a GitHub organization, react-R, and that's what we call it because React without the dash r was taken.\n\nBut if you go there, that's the organization. There are some example repos and then there's the React R library--\n\nexcuse me, package repo itself, and there's also a link to various other pieces of tutorial documentation.\n\nAt the bottom, that will take you directly to our tutorial, which as of right now is the best way to ramp up on this topic, particularly if you have a little bit of JavaScript background. But if you don't have that JavaScript background, the rest of the talk is for you.\n\nSo we're going to talk about what React is, why it's interesting.\n\nWe're going to discuss the core unit of composition in React, the component and how it's relevant to us.\n\nI'm going to introduce you further to this React R package, and then I'm going to describe at a high level the process I went through to make that widget. And then I'll talk a little bit about what we have in store for the future.\n\nSo what is React?\n\nWell, it's a JavaScript library for making user interfaces.\n\nIt was invented at Facebook around 2011.\n\nI believe they used it for the news feed. And then they bought Instagram and I think Instagram developed it further.\n\nAnd after Instagram had sort of refined the idea--\n\nor engineers at Instagram, rather--\n\nthey did a wide open source release. So it's quite a mature--\n\neven though it wasn't open source until 2013, it's still quite a mature library and has been used thoroughly.\n\nIt supports a functional approach.\n\nI think if you know how to write R, you already know what the functional paradigm is. I won't elaborate on that, but that's another thing like React that's trending in the JavaScript ecosystem. But like I said, if you know R, you're sort of already on board, so I wouldn't worry too much about that paradigm or that word.\n\nAnd it's oriented around components. I mentioned that the unit of composition in a React-based application is a component.\n\nAnd finally, they invented a syntax called JSX that you can think of as a hybrid JavaScript and HTML syntax. And it really does make writing these kinds of applications quite a bit more concise. And we'll see some of that in a second.\n\nSo I think you should care about this for one of two reasons. One, you did what I just demonstrated. You're on the internet, you saw something really cool, you found it, and nobody's made the HTML widget yet so you want to be the person to do it.\n\nThat's a reason to be interested in React. It has a huge ecosystem with tons of things that deserve to have their own R wrappers. And I see if everyone in this class learns how to do this, maybe we could get a significant percentage for the React ecosystem into R.\n\nThe other reason might be you're coming from a JavaScript development background, you have experience with React and you want to build a React-based library, and maybe adding it to R is an afterthought for you, or would be icing on top. So that's another reason to be interested in React, if you want to go deep on JavaScript. Oh, I should mention also that the reason to go deep on JavaScript with React, in particular, is it's just wildly, wildly, wildly popular and well supported by documentation and communities and so on.\n\nSo React components, what are they?\n\nVery similar to HTML tags, honestly.\n\nI think of them as containers. They contain data hierarchically, so it's sort of a way to describe a tree.\n\nThe big difference is that the HTML tags or elements are defined by a standard.\n\nThe HTML5 standard is the most recent one. And there's a closed set of tags and closed set of behaviors for those tags.\n\nReact components are different because you can define your own tags or components with their own behaviors that are specific to your library application. They contain something called props. You'll see this term in React documentation.\n\nProps are basically a mapping or a named list of keys to values, and then they can also contain other components, again, because they're hierarchical. And applications are formed by composing these into a tree of some kind. And then once you've finished composing your components, it's React's responsibility to take this user interface that you've described using React components and to display it efficiently in the browser.\n\nSo this is sort of the minimum viable Hello World of React adapted from the Wikipedia page on React.\n\nThere are four distinct code chunks.\n\nThese wouldn't necessarily all appear in the same file. They could, but they don't have to.\n\nThe first piece we're looking at here is the component definition. So a component is a JavaScript class and here I'm using newish JavaScript syntax.\n\nAnd class is in ES6, and so that's what we're looking at here. It is JavaScript. And we can see we're naming a component called Greeter.\n\nAnd then we can see that this component extends something else called React.Component. And what we're doing here is establishing a hierarchical relationship. We're saying this new class, Greeter, should inherit all the behavior of the superclass or parent class React.Component.\n\nThere's only one required method, the render method, and that method needs to return something. And in this case, this looks like a syntax error, but it's not. We're in JSX, that special markup I mentioned, so we're in a world where there's a hybrid JavaScript Excel syntax at play. So what this is doing is effectively returning an instance of the H1 component, which is built into react.\n\nAnd then, finally, we're interpolated a value into that JSX expression. So if you've worked with glue or other languages that support--\n\nthey call String interpolation, that's kind of what we're looking at. We're splicing data from one context into a template. And this kind of templating is another reason that JSX is so handy.\n\nHere's some more JSX where we're creating an instance of the Greeter class. You can see the less than sign. It says we're creating a tag. And greeting is equal to Hello World. This is the place where we assign those props I mentioned, that key value pairs associated with an instance of an element.\n\nAnd then, finally, we render the whole thing to the Dom. And the net effect--\n\nif you were to right click in your browser or look at the elements in the inspector, you would see there's a div called myApp with an H1 Hello World.\n\nOops. So that's React in a very small nutshell.\n\nReact R is a package that has been around since 2016 by a gentleman named Kent Russell, really nice guy. And his goal was to figure out ways to incorporate React and JSX into Shiny applications. And among other things, the package before we started working on it had React HTML dependencies, React and React Dom, and so it is the canonical place in the R package ecosystem where React stuff is currently being hung.\n\nHe also did something really neat in his package. He embeds V8, the JavaScript engine, to support JSX tags or JSX strings inside R. It's pretty wild, but it basically means that you can write JSX without installing any JavaScript build tools. So that's a neat thing and Kent's done a lot with that.\n\nThe enhancements that I'm demonstrating now have a more specific goal than the original package goal, which is to make HTML widgets, in particular, easier. And the idea to do this--\n\nit was either Joe or JJ, somebody in our studio before me, identified a symmetry between React's API and the API of HTML widgets and thought, we have an opportunity here to bridge these two worlds in maybe an elegant way, or at least the way that would prevent people from writing lots of code. And the third goal is we want to, like I said, prescribe and support and document workflows and tool chains for those who are not as intimately familiar with the JavaScript ecosystem.\n\nSo to make an HTML widget using everything I just told you about, you would first scaffold an R package with the usethis package.\n\nusethis, amazing package. It has a function in it called create_package and it will build out an empty skeletal package. Then you can call React R colon colon scaffold React widget while you're inside that package you just scaffolded, and it will populate with JavaScript build tool configurations that we will support and condone.\n\nAnd then, finally, you do need to install yarn and webpack on your machine. But once you do, then you can install these tools and they'll pick up that configuration we generated for you. And at the end of the day, you'll have a minimum viable working HTML widget with React in it.\n\nWe do have some remaining work ahead of us. So I would prepare you, as you begin on your React journey, that there are some limitations currently. We haven't figured out a really nice way of sending data or really supporting widget authors to send data from the browser context to the R context.\n\nThis is not impossible right now and, in fact, nothing I'm showing you was impossible before my talk because it really just was a factor of how much JavaScript you were willing to write. So this is a case where sending values from a React-based HTML widget to R, not impossible, but as of right now, you're going to need to write some JavaScript that relies on this existing Shiny feature on input change.\n\nWe made some interesting prototypes to support this without additional JavaScript and I think these ideas hold some promise. So over the coming weeks, days, months, we're going to be iterating on that. And again, this is why it would be so awesome if you're interested in this to get involved and try it out and let us know what would feel natural to you because at the end of the day, this is all about supporting ease of use and accessibility.\n\nSo that's all the material I have prepared. I think I'll have quite a few time for questions. I would like to make a special thanks to Kent Russell, who's been such a great package maintainer and maybe I could call him a friend at this point. Haven't met him in person, a lot of e-mails, but I hope he's cool with that.\n\nSo thank you, Kent. Thank you all very much.\n\n[APPLAUSE]\n\nWe do have some time for questions. So let me know and all throw you the--\n\nah.\n\nThrow it.\n\nThrow it? I'm going to bean somebody. Here you go.\n\nThis how we do it? OK.\n\nIt's funny when you go to a talk and it covers something that you already were dying to learn about. So thank you very much.\n\nSure.\n\nHowever, the problem is that I have a similar mapping library sort of application, but it's from View.\n\nHow--\n\nnot sure how to phrase this.\n\nHow much work is it to create this React R package? And do you think it's very likely that something would be recreated for View?\n\nSo first of all, great point. Second of all, we should hang out. Maybe we can be friends.\n\nThird, we think very highly of you within our studio. And I say that's kind of the collective because I don't have personal experience with it, but we have several experience reports internally of successes. We chose React initially because there was already an existing package and someone in the community we could work with on it, and because there--\n\nit seems like--\n\nI could be wrong, but my impression is there are far more available libraries in React world than in View world as of this moment.\n\nI could be wrong about that, but that's kind of my impression. Is that on point? Or--\n\nSure. No, I agree. My question, is it better [INAUDIBLE]\n\nView. My question is whether there's a massive amount of work [INAUDIBLE].\n\nOh, no.\n\n--initially just building my own widget from 0.\n\nRight.\n\nSo to answer that specific technical question, I think there are as few, if not fewer technical hurdles in View as there are on React. I mentioned the symmetry between HTML widgets and React. I believe there is that same symmetry based on what I know right now between HTML widgets and view. So it's something we've identified and we really want to do at some point in the future. Thank you.\n\nHi. I had a question about--\n\nthere's this library that you guys have called Crosstalk. I'm not sure if you're familiar with it.\n\nYes.\n\nBut what it does is, if you have some data that you want to filter on the front end, you can add a plotly and you can add a data table and you can add some dropdowns, and it does all of those filterings very quickly for you on the front end. I don't know if work is being actively done on that package, but when I was looking at the stuff you were doing with the React, I was wondering if that sort of front-end filtering and aggregation is something that you guys have planned for React.\n\nSo we haven't worked on that specifically, but it is one of our goals to be what I think of as well-behaved members of the HTML widgets ecosystem.\n\nThere are some cases where we're going to sacrifice capabilities for ease of use. So I mentioned that there's a lot of scaffolding involved to get people going quickly I think Crosstalk is one of those cases where it would be very difficult for us to scaffold a general approach, so JavaScript would be involved. But it's certainly not something we would rule out or otherwise make impossible. So it would always be possible.\n\nIt just may involve more JavaScript than I showed. Yes?\n\nYeah. Would there be any limitations on the React components as to compatibility? For example, something that does too much in React that you wouldn't be able to support?\n\nExcellent question. Yes. So we made some cuts there, again, in the interest of ease of use.\n\nThere are certain things you can do in React that don't really follow from the model that we advocate.\n\nWe settled on the model we have because it's a set of conventions for interoping with React that seemed to work for majority of libraries. There are those edge cases, and when you hit the edge cases, it's kind of like the Crosstalk story. It's sort of you need to you need to know JavaScript then at that point.\n\nBut again, when you do get to that point, our goal is to at least have examples and documentation to support you as you go that direction in JavaScript world so that it's never totally inaccessible to you, that you identify while you're building your widget that that's a step, a bridge you need to cross, and then we're there to hold your hand, at least, while you while you do that.\n\n[FLOURISH]"}],"hls_enabled":true,"embed_options":{"opaqueControls":null,"playerColor":"4287c7","playerColorGradient":{"on":false,"colors":[["#223d50",0],["#88a3b6",1]]},"plugin":{"googleAnalytics4":{"on":true,"measurementId":"G-RHNDCXHKLR","usePageGA4Config":true},"captions-v1":{"language":"","onByDefault":"true","on":"true","async":"false"}},"volumeControl":"true","fullscreenButton":"true","controlsVisibleOnLoad":"true","bpbTime":"false","vulcan":true,"branding":"false","showCustomerLogo":"false","unalteredStillImageAsset":{"url":"https://embed-ssl.wistia.com/deliveries/72e76638287c06b6cba4a67bdc399c29.png","width":"1920","height":"1080"},"contrastIcons":true,"newRoundedIcons":true,"shouldShowCaptionsSettings":true},"embedOptions":{"opaqueControls":null,"playerColor":"4287c7","playerColorGradient":{"on":false,"colors":[["#223d50",0],["#88a3b6",1]]},"plugin":{"googleAnalytics4":{"on":true,"measurementId":"G-RHNDCXHKLR","usePageGA4Config":true},"captions-v1":{"language":"","onByDefault":"true","on":"true","async":"false"}},"volumeControl":"true","fullscreenButton":"true","controlsVisibleOnLoad":"true","bpbTime":"false","vulcan":true,"branding":"false","showCustomerLogo":"false","unalteredStillImageAsset":{"url":"https://embed-ssl.wistia.com/deliveries/72e76638287c06b6cba4a67bdc399c29.png","width":"1920","height":"1080"},"contrastIcons":true,"newRoundedIcons":true,"shouldShowCaptionsSettings":true}},"options":{}}
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+
+ <span style="display:true">
+ <p class="p-90 d-inline" >September 6, 2018</p></span>
+ </div>
+ <div class="pt-3">
+
+<p>shinyloadtest (https://github.com/rstudio/shinyloadtest) and shinycannon (https://github.com/rstudio/shinycannon) are two new tools that work together to help you answer the question: how many users can my app support? I’ll demonstrate using shinyloadtest to produce a “recording” of an interaction with a Shiny app, and then I’ll show how to use shinycannon to “play back” that recording, generating load. Then I’ll bring the data produced by the load test back into R for analysis. Finally, I’ll interpret the results and discuss techniques for increasing the number of users a Shiny app can support.</p>
+
+ </div>
+
+
+ <hr class="mt-5 mb-4">
+ <h3 class="mb-0 pt-3">
+
+ About the speaker
+
+
+ </h3>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ <div class="row team mt-5">
+
+ <div class="col-md-2">
+ <div class="img-container mx-auto" style="background-image: url(/assets/img/authors/alan-dipert.png);background-size: cover;float: none;">
+ </div>
+ </div>
+
+ <div class="offset-md-1 col-md-9">
+ <div class="mt-1 mb-2">
+
+ <h5 class="d-inline font-600"><a class="gray-text" href="/authors/alan-dipert">Alan Dipert</a></h5>
+ <span class="mx-1"> / </span>
+ <p class="d-inline p-90"></p>
+ </div>
+
+ <p class="p-90">Alan is a software engineer on the Shiny team at RStudio. In the past, he’s helped build web applications, reporting pipelines, and many things between. When he’s not working, Alan likes to spend his time reading or being with his family.</p>
+
+ <ul class="social-buttons mb-0 mr-3 d-inline">
+
+
+ <li>
+ <a target="_blank" rel="noopener noreferrer" href="https://twitter.com/alandipert" class="btn-twitter pr-1">
+ <i class="fab fa-twitter circle text-center"></i>
+ </a>
+ </li>
+
+
+ <li>
+ <a target="_blank" rel="noopener noreferrer" href="https://github.com/alandipert" class="btn-github pr-1">
+ <i class="fab fa-github circle"></i>
+ </a>
+ </li>
+
+
+ <li>
+ <a class="btn btn-default btn-sm pt-1 pb-1 pl-3 pr-3" style="border: 1px solid #404040 !important;font-size:12px;font-weight: 600;" href="/authors/alan-dipert">More by Alan Dipert</a>
+ </li>
+ </ul>
+ </div>
+ </div>
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+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>By industry</span>
+
+
+
+ <ul data-count="4" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/solutions/financial-services" data-drupal-link-system-path="node/261">Financial Services</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/solutions/insurance" data-drupal-link-system-path="node/896">Insurance</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/solutions/pharma" data-drupal-link-system-path="node/906">Pharma</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/solutions/public-sector" data-drupal-link-system-path="node/901">Public Sector</a>
+
+
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--featured">
+
+
+ <div class="media aspect-361/258 mb-4 rounded-2xl overflow-hidden cover-image">
+
+
+
+
+
+<div class="media media--type-image media--view-mode-menu-teaser h-[inherit] [&_img]:rounded-xl [&_img]:mx-auto">
+
+ <picture>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=P1kmdm55 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=1Ckcj4tk 2x" media="all and (min-width: 640px)" type="image/webp" width="480" height="401"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=oGW6WRq0 1x, /sites/default/files/styles/large_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=c5MXTBVu 2x" type="image/webp" width="600" height="501"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/nav-pinterest-feat.png?itok=Ba-bngWD 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/nav-pinterest-feat.png?itok=N-kmibpH 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="401"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/nav-pinterest-feat.png?itok=BzI58ESP 1x, /sites/default/files/styles/large_hq/public/image/2026-04/nav-pinterest-feat.png?itok=PeHsxZvw 2x" type="image/png" width="600" height="501"/>
+ <img loading="lazy" width="600" height="501" src="/sites/default/files/styles/small_hq/public/image/2026-04/nav-pinterest-feat.png?itok=BzI58ESP" alt="pinterest customer story featured image" />
+
+ </picture>
+
+
+
+ </div>
+
+ </div>
+ <h4 class="h4 text-blue-600 font-bold mb-2 leading-[1.33]">
+ Securing Insights Without Compromise
+ </h4>
+ <div class="description text-gray-200 text-base leading-[1.25] mb-3"> Pinterest's People Analytics team eliminated risky PII downloads by connecting Posit Workbench directly to Snowflake. This resulted in stronger security, faster collaboration, and advanced statistical modeling for deeper insights. Read how they modernized their workflow.
+ </div>
+ <div class="title"><a href="/about/customer-stories/pinterest">Learn More</a></div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+ </div>
+ </div>
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded">
+ <button tabindex="0" class="dropdown-trigger" aria-label="Expand Products" aria-expanded="false" type="button">Products</button>
+
+
+ <div class="menu-dropdown">
+ <div class="dropdown-content surface-light menu:bg-white menu:rounded-2xl menu:p-10 text-gray-200">
+ <h3 class="text-[24px] leading-[1.25] text-blue-600 font-semibold d-none menu:block menu:mb-8">Products</h3>
+
+ <ul data-count="3" class="menu menu-level-1">
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Analyze</span>
+
+
+
+ <ul data-count="7" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/workbench" data-drupal-link-system-path="node/156">Posit Workbench</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Maintain control with centralized management
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://posit.co/products/ide/positron">Positron Pro</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> A secure, governed, and scalable data science editor, delivered through Posit Workbench
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/ai" data-drupal-link-system-path="node/216">Posit AI for RStudio</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Activate a specialized agent directly in RStudio, transforming your IDE into a powerful collaborator for data analysis.
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/cloud" data-drupal-link-system-path="node/191">Posit Cloud</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Code in RStudio or Jupyter Notebooks and easily share
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="/products/enterprise/team" data-drupal-link-system-path="node/981">Explore Posit Team Suite</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="/products" data-drupal-link-system-path="node/1001">All products</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="/pricing" data-drupal-link-system-path="node/1046">Get Pricing</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Publish</span>
+
+
+
+ <ul data-count="3" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/connect" data-drupal-link-system-path="node/161">Posit Connect</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Share and update dynamic data insights and applications
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/connect-cloud" data-drupal-link-system-path="node/1006">Posit Connect Cloud</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Quickly publish and share Python and R work
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://www.shinyapps.io/?_gl=1*2w6ctu*_ga*MjAzNTYzNjYyLjE3Njk0NTQ1MTU.*_ga_2C0WZ1JHG0*czE3NzIyMjUwMzUkbzk0JGcxJHQxNzcyMjI3NjAxJGo2MCRsMCRoMA.." target="_blank">shinyapps.io</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Share your Shiny applications online
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Govern</span>
+
+
+
+ <ul data-count="2" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/package-manager" data-drupal-link-system-path="node/166">Posit Package Manager</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Distribute and manage secure, scalable, package repositories for Python and R
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/public-package-manager" data-drupal-link-system-path="node/1026">Public Package Manager</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Discover and install Python and R packages from CRAN, PyPl and Bioconductor
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+ </div>
+ </div>
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded">
+ <button tabindex="0" class="dropdown-trigger" aria-label="Expand Open Source" aria-expanded="false" type="button">Open Source</button>
+
+
+ <div class="menu-dropdown">
+ <div class="dropdown-content surface-light menu:bg-white menu:rounded-2xl menu:p-10 text-gray-200">
+ <h3 class="text-[24px] leading-[1.25] text-blue-600 font-semibold d-none menu:block menu:mb-8">Open Source</h3>
+
+ <ul data-count="4" class="menu menu-level-1">
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Analyze & Explore</span>
+
+
+
+ <ul data-count="4" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/ide/positron" data-drupal-link-system-path="node/151">Positron</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/open-source/rstudio" data-drupal-link-system-path="node/696">RStudio IDE</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="https://docs.posit.co/ide/user/#rstudio-ide-oss-downloads" target="_blank">Download rstudio</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="https://positron.posit.co/download.html">Download Positron</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>About Open Source</span>
+
+
+
+ <ul data-count="4" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/people/" target="_blank">People</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/about/r/" target="_blank">Our R work</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/about/python/" target="_blank">Our Python work</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/about/ai/" target="_blank">Our AI work</a>
+
+
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Open Source resources</span>
+
+
+
+ <ul data-count="6" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/blog/" target="_blank">Open Source blog</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/software/" target="_blank">Open Source software</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/resources/cheatsheets/" target="_blank">Cheatsheets</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/resources/videos/" target="_blank">Open Source videos</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/events/" target="_blank">Open Source events</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://github.com/posit-dev" target="_blank">GitHub</a>
+
+
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--featured">
+
+
+ <div class="media aspect-361/258 mb-4 rounded-2xl overflow-hidden cover-image">
+
+
+
+
+
+<div class="media media--type-image media--view-mode-menu-teaser h-[inherit] [&_img]:rounded-xl [&_img]:mx-auto">
+
+ <picture>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=R7-D-OJK 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=p1NGWVXw 2x" media="all and (min-width: 640px)" type="image/webp" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=-XeDSJMF 1x, /sites/default/files/styles/large_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=lBlKQvOE 2x" type="image/webp" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=ZyXXXuV1 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=kFPqZa7a 2x" media="all and (min-width: 640px)" type="image/png" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=cT9UJTq5 1x, /sites/default/files/styles/large_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=OWCLd1iQ 2x" type="image/png" width="383" height="295"/>
+ <img loading="lazy" width="383" height="295" src="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=cT9UJTq5" alt="Open Source Website featured image" />
+
+ </picture>
+
+
+
+ </div>
+
+ </div>
+ <h4 class="h4 text-blue-600 font-bold mb-2 leading-[1.33]">
+ Open Source is in Our DNA
+ </h4>
+ <div class="description text-gray-200 text-base leading-[1.25] mb-3"> We believe data science software should be free and open for everyone. Check out our latest open-source initiatives and libraries.
+ </div>
+ <div class="title"><a href="https://opensource.posit.co/">Visit our Open Source website</a></div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+ </div>
+ </div>
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded">
+ <button tabindex="0" class="dropdown-trigger" aria-label="Expand Customers" aria-expanded="false" type="button">Customers</button>
+
+
+ <div class="menu-dropdown">
+ <div class="dropdown-content surface-light menu:bg-white menu:rounded-2xl menu:p-10 text-gray-200">
+ <h3 class="text-[24px] leading-[1.25] text-blue-600 font-semibold d-none menu:block menu:mb-8">Customers</h3>
+
+ <ul data-count="3" class="menu menu-level-1">
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>By Team</span>
+
+
+
+ <ul data-count="5" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B6%5D=6&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"6":"6"}}" data-drupal-link-system-path="node/661">Data Scientists</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B11%5D=11&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"11":"11"}}" data-drupal-link-system-path="node/661">Data Science Leaders</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B16%5D=16&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"16":"16"}}" data-drupal-link-system-path="node/661">IT Leaders</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B21%5D=21&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"21":"21"}}" data-drupal-link-system-path="node/661">Business Leaders</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="/about/customer-stories" data-drupal-link-system-path="node/661">View all teams</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>By Industry</span>
+
+
+
+ <ul data-count="5" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?field_industries%5B31%5D=31&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"field_industries":{"31":"31"},"search_api_fulltext":""}" data-drupal-link-system-path="node/661">Financial Services</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?field_industries%5B46%5D=46&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"field_industries":{"46":"46"},"search_api_fulltext":""}" data-drupal-link-system-path="node/661">Insurance</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?field_industries%5B36%5D=36&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"field_industries":{"36":"36"},"search_api_fulltext":""}" data-drupal-link-system-path="node/661">Pharma</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?field_industries%5B26%5D=26&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"field_industries":{"26":"26"},"search_api_fulltext":""}" data-drupal-link-system-path="node/661">Public Sector</a>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--simple">
+ <a href="/about/customer-stories" data-drupal-link-system-path="node/661">View all industries</a>
+
+
+ <div class="menu_link_content menu-link-contentmain view-mode-simple menu-dropdown menu-dropdown-2 menu-type-simple">
+
+ </div>
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Customer Resources</span>
+
+
+
+ <ul data-count="1" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/support" data-drupal-link-system-path="node/691">Support</a>
+
+
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+
+
+
+
+ </li>
+ </ul>
+
+
+
+ </div>
+ </div>
+
+
+
+
+ </li>
+
+ <li class="menu-item menu-item--expanded">
+ <a href="/" tabindex="0" class="dropdown-trigger" aria-label="Expand Resources" aria-expanded="false" data-drupal-link-system-path="<front>">Resources</a>
+
+
+ <div class="menu-dropdown">
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+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=V9t_Swzo 1x, /sites/default/files/styles/medium_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=RV4xZ1P8 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="270"/>
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+ <div class="mt-8 lg:mt-10 before:icon-calendar/[20px] before:bg-white before:block flex items-center gap-2.5 text-white text-xs leading-[1.33] font-semibold"> 2018-02-26
+ </div>
+
+
+ <h1 class="h1 lg:text-[54px] mt-5">Make Shiny fast by doing as little work as possible</h1>
+ </div>
+ </div>
+ </div>
+
+ <div class="container container-default max-w-[1038px]">
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+
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+
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+ <div class="mt-13">
+ <div class="text-formatted">
+ <hr>
+<p>Ever felt like your shiny app was too slow? The responsiveness of many Shiny apps can be improved without much effort, you just need to know what to look for. In my talk I'll discuss the pieces of typical Shiny apps in a performance context. I'll also introduce tools and techniques for maximizing Shiny app performance in order to deliver the best possible user experience.</p>
+<p><a target="_blank" rel="noopener noreferrer" class="btn-primary" href="//tailrecursion.com/slides/fast-shiny/#/title-slide
+">View Slides</a></p>
+ </div>
+
+ </div>
+ </div>
+ </div>
+
+ <h2 class="h2 md:mb-18">Speakers</h2>
+ <div class="flex flex-col gap-8 max-w-[1008px]">
+
+
+
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+ <picture>
+ <source srcset="/sites/default/files/styles/medium_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=m74AE6hd 1x, /sites/default/files/styles/large_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=Q2FTUJE4 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="480"/>
+ <source srcset="/sites/default/files/styles/x_small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=wjGCvil4 1x, /sites/default/files/styles/small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=jiynn8gN 2x" type="image/png" width="100" height="100"/>
+ <img loading="lazy" width="100" height="100" src="/sites/default/files/styles/x_small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=wjGCvil4" alt="Profile picture of Alan Dipert" />
+
+ </picture>
+
+
+
+ </div>
+ <div class="content">
+ <h3 class="h3 mb-3 md:mb-4 text-blue-600">Alan Dipert</h3>
+ <div class="text-base font-semibold text-blue-300"></div>
+ <div class="text-base leading-[1.75] mt-6"><div class="text-formatted">
+ <span>Alan is a software engineer on the Shiny team at RStudio. In the past, he’s helped build web applications, reporting pipelines, and many things between. When he’s not working, Alan likes to spend his time reading or being with his family.</span>
+
+ </div>
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+ <a href="https://opensource.posit.co/about/python/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Python</a>
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+ <a href="https://opensource.posit.co/about/ai/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">AI</a>
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+ <a href="https://opensource.posit.co/people/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">People</a>
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+ <div class="" data-item="open-source-events">
+ <a href="https://opensource.posit.co/events/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Open Source events</a>
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+ <div class="" data-item="cheatsheets">
+ <a href="https://opensource.posit.co/resources/cheatsheets/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Cheatsheets</a>
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+ <div class="" data-item="open-source-videos">
+ <a href="https://opensource.posit.co/resources/videos/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Open Source videos</a>
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+ <div class="" data-item="open-source-blog">
+ <a href="https://opensource.posit.co/blog/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Open Source blog</a>
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+ <div class="" data-item="financial-services">
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+ <a href="/about/customer-stories" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top" data-drupal-link-system-path="node/661">View all</a>
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+ <a href="/data-science-hangout" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top" data-drupal-link-system-path="node/611">Data Science Hangouts</a>
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+ <a href="/thetestset" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top" data-drupal-link-system-path="node/46">The Test Set: Podcast</a>
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+ <a href="https://conf.posit.co/2026" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">posit::conf</a>
+
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+ <a href="https://docs.posit.co/" target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Documentation</a>
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+ <a href="https://forum.posit.co/?_gl=1*1fjw5mc*_ga*MjAzNTYzNjYyLjE3Njk0NTQ1MTU.*_ga_2C0WZ1JHG0*czE3NzIyMjUwMzUkbzk0JGcxJHQxNzcyMjI3NjAxJGo2MCRsMCRoMA.." target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Community forum</a>
+
+ </div>
+
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+ <div class="" data-item="knowledge-base">
+ <a href="https://support.posit.co/hc/en-us?_gl=1*1fjw5mc*_ga*MjAzNTYzNjYyLjE3Njk0NTQ1MTU.*_ga_2C0WZ1JHG0*czE3NzIyMjUwMzUkbzk0JGcxJHQxNzcyMjI3NjAxJGo2MCRsMCRoMA.." target="_blank" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top">Knowledge base</a>
+
+ </div>
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+ <a href="/about/pbc-report" class="text-gray-400 hover:underline leading-[1.25] inline-block align-top" data-drupal-link-system-path="node/651">PBC Report</a>
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+ <div class="" data-item="positconf">
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\u003Cp\u003EEBOOK: The Enterprise Guide to Scaling AI-powered Data Science with Posit + Snowflake\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca data-component-id=\u0022kinetic:button\u0022 data-component-variant=\u0022btn-primary\u0022 pst-datalayer-event=\u0022cta_click\u0022 href=\u0022\/ebook\/the-enterprise-guide-to-scaling-ai-powered-data-science-with-posit-snowflake\u0022 class=\u0022btn-primary [\u0026amp;_img]:h-8\u0022\u003EGet the guide\u003C\/a\u003E\n\n\n \u003C\/div\u003E\n \n \u003Ca href=\u0022#\u0022 class=\u0022close-dmb-notification absolute top-[50%] right-3 translate-y-[-50%] after:icon-close\/[24px] after:bg-white after:block\u0022 aria-label=\u0022Close notification\u0022\u003E\u003C\/a\u003E\n\u003C\/div\u003E\n\n","startTime":"","endTime":"","contentTypes":[],"sitewide":"0","pathLimit":["\/use-cases\/snowflake"],"excluded":[],"id":"41"},{"content":"\n\n\n\n\n\u003Cdiv class=\u0022dmb-notification glide__slide flex justify-center 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+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=oGW6WRq0 1x, /sites/default/files/styles/large_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=c5MXTBVu 2x" type="image/webp" width="600" height="501"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/nav-pinterest-feat.png?itok=Ba-bngWD 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/nav-pinterest-feat.png?itok=N-kmibpH 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="401"/>
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+ <img loading="lazy" width="600" height="501" src="/sites/default/files/styles/small_hq/public/image/2026-04/nav-pinterest-feat.png?itok=BzI58ESP" alt="pinterest customer story featured image" />
+
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+ <h4 class="h4 text-blue-600 font-bold mb-2 leading-[1.33]">
+ Securing Insights Without Compromise
+ </h4>
+ <div class="description text-gray-200 text-base leading-[1.25] mb-3"> Pinterest's People Analytics team eliminated risky PII downloads by connecting Posit Workbench directly to Snowflake. This resulted in stronger security, faster collaboration, and advanced statistical modeling for deeper insights. Read how they modernized their workflow.
+ </div>
+ <div class="title"><a href="/about/customer-stories/pinterest">Learn More</a></div>
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+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Analyze</span>
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+ <a href="/products/enterprise/workbench" data-drupal-link-system-path="node/156">Posit Workbench</a>
+
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+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Maintain control with centralized management
+ </div>
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+ <a href="https://posit.co/products/ide/positron">Positron Pro</a>
+
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+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> A secure, governed, and scalable data science editor, delivered through Posit Workbench
+ </div>
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+ <a href="/products/ai" data-drupal-link-system-path="node/216">Posit AI for RStudio</a>
+
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+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Activate a specialized agent directly in RStudio, transforming your IDE into a powerful collaborator for data analysis.
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+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Code in RStudio or Jupyter Notebooks and easily share
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+ <span>Publish</span>
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+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/connect" data-drupal-link-system-path="node/161">Posit Connect</a>
+
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+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Share and update dynamic data insights and applications
+ </div>
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+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/connect-cloud" data-drupal-link-system-path="node/1006">Posit Connect Cloud</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Quickly publish and share Python and R work
+ </div>
+
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+
+ <li class="menu-item menu-item--default">
+ <a href="https://www.shinyapps.io/?_gl=1*2w6ctu*_ga*MjAzNTYzNjYyLjE3Njk0NTQ1MTU.*_ga_2C0WZ1JHG0*czE3NzIyMjUwMzUkbzk0JGcxJHQxNzcyMjI3NjAxJGo2MCRsMCRoMA.." target="_blank">shinyapps.io</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Share your Shiny applications online
+ </div>
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+ <span>Govern</span>
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+ <ul data-count="2" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/package-manager" data-drupal-link-system-path="node/166">Posit Package Manager</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Distribute and manage secure, scalable, package repositories for Python and R
+ </div>
+
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+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/public-package-manager" data-drupal-link-system-path="node/1026">Public Package Manager</a>
+
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+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Discover and install Python and R packages from CRAN, PyPl and Bioconductor
+ </div>
+
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+ </ul>
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+ <button tabindex="0" class="dropdown-trigger" aria-label="Expand Open Source" aria-expanded="false" type="button">Open Source</button>
+
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+ <h3 class="text-[24px] leading-[1.25] text-blue-600 font-semibold d-none menu:block menu:mb-8">Open Source</h3>
+
+ <ul data-count="4" class="menu menu-level-1">
+
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+ <span>Analyze & Explore</span>
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+ <a href="/products/ide/positron" data-drupal-link-system-path="node/151">Positron</a>
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+ <a href="/products/open-source/rstudio" data-drupal-link-system-path="node/696">RStudio IDE</a>
+
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+
+ <li class="menu-item menu-item--simple">
+ <a href="https://docs.posit.co/ide/user/#rstudio-ide-oss-downloads" target="_blank">Download rstudio</a>
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+ <a href="https://positron.posit.co/download.html">Download Positron</a>
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+ <span>About Open Source</span>
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+ <a href="https://opensource.posit.co/people/" target="_blank">People</a>
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+ <span>Open Source resources</span>
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+ <ul data-count="6" class="menu menu-level-2">
+
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+ <a href="https://opensource.posit.co/blog/" target="_blank">Open Source blog</a>
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+ <a href="https://opensource.posit.co/software/" target="_blank">Open Source software</a>
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+ <a href="https://opensource.posit.co/resources/cheatsheets/" target="_blank">Cheatsheets</a>
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+ <a href="https://github.com/posit-dev" target="_blank">GitHub</a>
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+
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+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=R7-D-OJK 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=p1NGWVXw 2x" media="all and (min-width: 640px)" type="image/webp" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=-XeDSJMF 1x, /sites/default/files/styles/large_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=lBlKQvOE 2x" type="image/webp" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=ZyXXXuV1 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=kFPqZa7a 2x" media="all and (min-width: 640px)" type="image/png" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=cT9UJTq5 1x, /sites/default/files/styles/large_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=OWCLd1iQ 2x" type="image/png" width="383" height="295"/>
+ <img loading="lazy" width="383" height="295" src="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=cT9UJTq5" alt="Open Source Website featured image" />
+
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+ </div>
+ <h4 class="h4 text-blue-600 font-bold mb-2 leading-[1.33]">
+ Open Source is in Our DNA
+ </h4>
+ <div class="description text-gray-200 text-base leading-[1.25] mb-3"> We believe data science software should be free and open for everyone. Check out our latest open-source initiatives and libraries.
+ </div>
+ <div class="title"><a href="https://opensource.posit.co/">Visit our Open Source website</a></div>
+
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+ <button tabindex="0" class="dropdown-trigger" aria-label="Expand Customers" aria-expanded="false" type="button">Customers</button>
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+ <span>By Team</span>
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+
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+ <a href="/about/customer-stories?teams%5B11%5D=11&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"11":"11"}}" data-drupal-link-system-path="node/661">Data Science Leaders</a>
+
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+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B16%5D=16&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"16":"16"}}" data-drupal-link-system-path="node/661">IT Leaders</a>
+
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+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B21%5D=21&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"21":"21"}}" data-drupal-link-system-path="node/661">Business Leaders</a>
+
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+ <a href="/about/customer-stories" data-drupal-link-system-path="node/661">View all teams</a>
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+ </ul>
+
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+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png.webp?itok=DpXKQIDR 1x, /sites/default/files/styles/large_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png.webp?itok=kVr7zo17 2x" type="image/webp" width="640" height="360"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=V9t_Swzo 1x, /sites/default/files/styles/medium_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=RV4xZ1P8 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="270"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=IZ80uf82 1x, /sites/default/files/styles/large_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=u9eoUewf 2x" type="image/png" width="640" height="360"/>
+ <img loading="lazy" width="640" height="360" src="/sites/default/files/styles/small_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=IZ80uf82" alt="Posit Academy logo" />
+
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+
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+ <h4 class="h4 text-blue-600 font-bold mb-2 leading-[1.33]">
+ Introducing Posit Academy
+ </h4>
+ <div class="description text-gray-200 text-base leading-[1.25] mb-3"> Discover the brand-new Posit Academy, a free data science learning platform where you can instantly access everything from self-paced courses to premium, mentor-led apprenticeships to elevate your career!
+ </div>
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+
+
+
+<article class="node node--type-blog node--view-mode-full">
+
+
+
+
+
+
+<style>
+ :root {
+ --kinetic-header-bg-color: var(--color-blue-250);
+ --kinetic-header-scrolled-bg: var(--color-blue-250);
+ }
+</style>
+
+<div data-component-id="kinetic:blog" class="py-10">
+ <div class="container container-default">
+ <nav class="breadcrumb" role="navigation" aria-labelledby="system-breadcrumb">
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+
+<span class="inline-block uppercase px-2 py-1 rounded-lg text-base font-semibold bg-blue-50 text-blue-300"> Commercial enterprise offerings </span>
+ </div>
+ <h1 class="h2 mt-5 mb-5 md:mb-10">Shiny Server (Pro) 1.5.4</h1>
+ <div class="flex flex-col md:flex-row gap-5 md:justify-between md:items-start">
+ <div class="flex flex-wrap gap-5">
+
+
+
+<div data-component-id="kinetic:person-simple" class="flex items-center gap-4 md:gap-5 text-blue-600">
+ <div class="w-[52px] h-[52px] rounded-md shrink-0 overflow-hidden [&_img]:cover">
+ <img loading="lazy" src="/sites/default/files/styles/small_square_hq_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=cV1DIzbe" width="320" height="320" alt="Profile picture of Alan Dipert" class="image-style-small-square-hq-1-1" />
+
+
+
+
+ </div>
+ <div class="text-sm leading-[1.33]">Written by Alan Dipert</div>
+</div>
+
+
+ </div>
+ <div class="shrink-0 before:icon-calendar/[20px] before:bg-blue-600 before:block flex items-center gap-2.5 text-blue-600-semi text-xs leading-[1.33] font-semibold"> 2017-09-12
+ </div>
+ </div>
+ <div class="mt-14 md:mt-10 w-full contain-image rounded-2xl overflow-hidden">
+
+ </div>
+
+ <div class="mt-10 md:mt-20 mb-20 md:mb-30 mx-auto max-w-[696px]">
+ <div class="text-formatted">
+ <div class="quarto-content"><p><a href="https://posit.co/products/open-source/shiny-server/">Shiny Server 1.5.4.869 and Shiny Server Pro 1.5.4.872 are now available.</a></p>
+<p>Both the new Shiny Server and Shiny Server Pro releases include bug fixes and enhancements, and we recommend upgrading at your earliest convenience.</p>
+<section id="shiny-server-1.5.4.869" class="level3">
+<h3 class="anchored" data-anchor-id="shiny-server-1.5.4.869">Shiny Server 1.5.4.869</h3>
+<ul>
+<li><a href="https://docs.posit.co/shiny-server/#clickjacking-protection">Clickjacking protection</a> can now be enabled using the <code>frame_options</code> directive. This directive was already available in Shiny Server Pro, but is now available in Shiny Server as well.</li>
+<li>A bug that caused <code>"Error: Can't set headers after they are sent."</code> to appear in error logs was fixed.</li>
+<li>Several bugs in <code>license-manager</code> were fixed.</li>
+</ul>
+</section>
+<section id="shiny-server-pro-1.5.4.872" class="level3">
+<h3 class="anchored" data-anchor-id="shiny-server-pro-1.5.4.872">Shiny Server Pro 1.5.4.872</h3>
+<ul>
+<li>The “utilization scheduler” component, which manages the way requests are routed to R processes, has been significantly improved. It has been made more robust, and applications now respond more efficiently to increased load.</li>
+<li><code>auth_pam</code>: The performance of multiple simultaneous logins was improved.</li>
+<li><code>auth_ldap</code>: A bug was fixed that caused LDAP to return no groups when a username contained a backslash.</li>
+</ul>
+</section></div>
+ </div>
+
+ </div>
+
+ <div class="bg-blue-50 py-18 md:py-15 full-bleed">
+ <div class="container container-default">
+ <div class="flex flex-col gap-6 max-w-[1008px] xl:ml-[157px]">
+
+
+
+<div data-component-id="kinetic:person-extended" class="p-4 flex flex-col md:flex-row gap-5 xl:gap-11 px-8 md:px-13 pt-12 pb-10.5 bg-off-white rounded-3xl text-black-100">
+ <div class="w-[107px] h-[107px] md:w-[178px] md:h-[178px] rounded-xl shrink-0 overflow-hidden [&_img]:cover">
+ <picture>
+ <source srcset="/sites/default/files/styles/medium_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=m74AE6hd 1x, /sites/default/files/styles/large_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=Q2FTUJE4 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="480"/>
+ <source srcset="/sites/default/files/styles/x_small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=wjGCvil4 1x, /sites/default/files/styles/small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=jiynn8gN 2x" type="image/png" width="100" height="100"/>
+ <img loading="lazy" width="100" height="100" src="/sites/default/files/styles/x_small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=wjGCvil4" alt="Profile picture of Alan Dipert" />
+
+ </picture>
+
+
+
+ </div>
+ <div class="content">
+ <h3 class="h3 mb-3 md:mb-4 text-blue-600">Alan Dipert</h3>
+ <div class="text-base font-semibold text-blue-300"></div>
+ <div class="text-base leading-[1.75] mt-6"><div class="text-formatted">
+ <span>Alan is a software engineer on the Shiny team at RStudio. In the past, he’s helped build web applications, reporting pipelines, and many things between. When he’s not working, Alan likes to spend his time reading or being with his family.</span>
+
+ </div>
+</div>
+ <div class="menu-social mt-7 [&_a]:after:!bg-blue-300 [&_a]:hover:after:!bg-blue-500">
+ <div data-component-id="kinetic:social-links" class="menu-social">
+ <ul class="menu--social">
+ <li class="x"> <a href="https://twitter.com/alandipert" rel="nofollow" target="_blank">https://twitter.com/alandipert</a> </li>
+ <li class="github"> <a href="https://github.com/alandipert" rel="nofollow" target="_blank">https://github.com/alandipert</a> </li>
+ </ul>
+</div>
+
+ </div>
+ </div>
+</div>
+
+
+ </div>
+ </div>
+ </div>
+
+ <div class="views-element-container"><div class="view view-blogs view-id-blogs view-display-id-related_blogs js-view-dom-id-fcf5aa86ed6be961b12702902bf9c5b22bcdb5cef14a383c04e39114906fa052 my-13 md:my-30">
+
+
+ <div class="view-header md:mb-15">
+ <h2 class="h2">Related Content</h2>
+ </div>
+
+ <div class="view-content grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-8">
+ <div class="views-row">
+<article class="group relative cursor-pointer">
+ <div class="relative rounded-2xl overflow-hidden">
+ <div class="aspect-2/1 [&_>*]:h-full [&_img]:cover">
+ <picture>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png.webp?itok=i1RMuOnW 1x, /sites/default/files/styles/medium_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png.webp?itok=LxAEu_3I 2x" media="all and (min-width: 640px)" type="image/webp" width="480" height="270"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png.webp?itok=HLqF9_Vm 1x, /sites/default/files/styles/large_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png.webp?itok=5Tr9SwsQ 2x" type="image/webp" width="640" height="360"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png?itok=WVzXbM4q 1x, /sites/default/files/styles/medium_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png?itok=zMtn0e99 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="270"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png?itok=Bhoce5j5 1x, /sites/default/files/styles/large_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png?itok=Kkh952Ld 2x" type="image/png" width="640" height="360"/>
+ <img loading="lazy" width="640" height="360" src="/sites/default/files/styles/small_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png?itok=Bhoce5j5" alt="MCP Servers on Connect" />
+
+ </picture>
+
+
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+ </div>
+ </div>
+ <div class="mt-6">
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+<span class="inline-block uppercase px-2 py-1 rounded-lg text-base font-semibold bg-blue-50 text-blue-300"> Commercial enterprise offerings </span>
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+ <div class="shrink-0 before:icon-calendar/[20px] before:bg-blue-600 before:block flex items-center gap-2.5 text-blue-600-semi text-xs leading-[1.33] font-semibold"> 2026-07-22
+ </div>
+ <h3 class="h3 mb-3 decoration-2 inline-block text-blue-600 dark:text-white group-hover:underline">
+ <a href="/blog/mcp-servers-on-connect-managing-credentials-and-access" aria-label="Read more" title="Read more" class="stretch"> MCP Servers on Connect: Managing credentials and access</a>
+ </h3>
+ <div class="text-blue-600-semi dark:text-blue-50">
+ <div class="text-formatted">
+ In Part 1, we covered what the Model Context Protocol (MCP) is, how we...
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+
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+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png.webp?itok=8qvTZH9e 1x, /sites/default/files/styles/large_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png.webp?itok=hKRttHeG 2x" type="image/webp" width="640" height="360"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png?itok=or63Pwsk 1x, /sites/default/files/styles/medium_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png?itok=fn5H46_T 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="270"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png?itok=mcMpHr6u 1x, /sites/default/files/styles/large_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png?itok=5bRWNjc2 2x" type="image/png" width="640" height="360"/>
+ <img loading="lazy" width="640" height="360" src="/sites/default/files/styles/small_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png?itok=mcMpHr6u" alt="Score a Disease Surveillance Model Inside Snowflake, Without Moving" />
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+ </div>
+ <div class="mt-6">
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+
+<span class="inline-block uppercase px-2 py-1 rounded-lg text-base font-semibold bg-blue-50 text-blue-300"> Commercial enterprise offerings </span>
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+ <div class="shrink-0 before:icon-calendar/[20px] before:bg-blue-600 before:block flex items-center gap-2.5 text-blue-600-semi text-xs leading-[1.33] font-semibold"> 2026-07-06
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+ <h3 class="h3 mb-3 decoration-2 inline-block text-blue-600 dark:text-white group-hover:underline">
+ <a href="/blog/score-a-disease-surveillance-model-inside-snowflake-without-moving-your-data" aria-label="Read more" title="Read more" class="stretch"> Score a Disease Surveillance Model Inside Snowflake, Without Moving</a>
+ </h3>
+ <div class="text-blue-600-semi dark:text-blue-50">
+ <div class="text-formatted">
+ Learn how public health teams run R and Python disease surveillance models inside Snowflake...
+
+
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+ <span aria-hidden="true" class="uppercase text-base text-blue-500 font-display link-next group-hover:link-hover"> Read more </span>
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+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-06/screenshot.jpg?itok=B3FZdhAq 1x, /sites/default/files/styles/medium_hq/public/image/2026-06/screenshot.jpg?itok=LlLqZjrF 2x" media="all and (min-width: 640px)" type="image/jpeg" width="480" height="240"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-06/screenshot.jpg?itok=m6iIZ4yw 1x, /sites/default/files/styles/large_hq/public/image/2026-06/screenshot.jpg?itok=Z5PrYDLX 2x" type="image/jpeg" width="640" height="320"/>
+ <img loading="lazy" width="640" height="320" src="/sites/default/files/styles/small_hq/public/image/2026-06/screenshot.jpg?itok=m6iIZ4yw" alt="Don't bring a spreadsheet to a data fight" />
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+ <div class="mt-6">
+ <div class="mb-3">
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+<span class="inline-block uppercase px-2 py-1 rounded-lg text-base font-semibold bg-blue-50 text-blue-300"> Positron and RStudio IDE </span>
+ </div>
+ <div class="shrink-0 before:icon-calendar/[20px] before:bg-blue-600 before:block flex items-center gap-2.5 text-blue-600-semi text-xs leading-[1.33] font-semibold"> 2026-06-18
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+ <h3 class="h3 mb-3 decoration-2 inline-block text-blue-600 dark:text-white group-hover:underline">
+ <a href="/blog/dont-bring-spreadsheet-data-fight" aria-label="Read more" title="Read more" class="stretch"> Don't bring a spreadsheet to a data fight</a>
+ </h3>
+ <div class="text-blue-600-semi dark:text-blue-50">
+ <div class="text-formatted">
+ There's a moment every data analyst knows. The spreadsheet that used to be fast...
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justify-center items-center pl-[18px] pr-[52px] xl:px-42 py-2 [\u0026amp;_p]:text-white [\u0026amp;_.btn-primary]:btn-blue xl:text-center\u0022\u003E \n\n \u003Cdiv class=\u0022text-formatted\u0022\u003E\n \u003Cp\u003EIntroducing Posit Academy, our new home for hands-on learning is here.\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca data-component-id=\u0022kinetic:button\u0022 data-component-variant=\u0022btn-primary\u0022 pst-datalayer-event=\u0022cta_click\u0022 target=\u0022_blank\u0022 aria-label=\u0022Opens in new tab\u0022 href=\u0022https:\/\/academy.posit.co\/\u0022 class=\u0022btn-primary [\u0026amp;_img]:h-8\u0022\u003ECheck It Out\u003C\/a\u003E\n\n\n \u003C\/div\u003E\n \n \u003Ca href=\u0022#\u0022 class=\u0022close-dmb-notification absolute top-[50%] right-3 translate-y-[-50%] after:icon-close\/[24px] after:bg-white after:block\u0022 aria-label=\u0022Close 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after:bg-white after:block\u0022 aria-label=\u0022Close notification\u0022\u003E\u003C\/a\u003E\n\u003C\/div\u003E\n\n","startTime":"","endTime":"","contentTypes":[],"sitewide":"0","pathLimit":["\/use-cases\/pharma"],"excluded":[],"id":"36"},{"content":"\n\n\n\n\n\u003Cdiv class=\u0022dmb-notification glide__slide flex justify-center items-center relative\u0022 dmb-notification-id=\u002226\u0022 dmb-cookie-expiration=\u0022365\u0022 dmb-auto-dismiss=\u00220\u0022 dmb-dismiss-time=\u002215\u0022 data-component-id=\u0022kinetic:dmb-notification\u0022\u003E\n \u003Cdiv class=\u0022dmb-notification-content min-h-[var(--dmb-height)] flex flex-row gap-[12px] xl:gap-[18px] justify-center items-center pl-[18px] pr-[52px] xl:px-42 py-2 [\u0026amp;_p]:text-white [\u0026amp;_.btn-primary]:btn-blue xl:text-center\u0022\u003E \n\n \u003Cdiv class=\u0022text-formatted\u0022\u003E\n \u003Cp\u003EDigital Insurance Reprint: Building a data science culture that ships models and meets regulatory demands\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca data-component-id=\u0022kinetic:button\u0022 data-component-variant=\u0022btn-primary\u0022 pst-datalayer-event=\u0022cta_click\u0022 href=\u0022\/ebook\/building-a-data-science-culture-that-ships-models-and-meets-regulatory-demands-reprint\u0022 class=\u0022btn-primary [\u0026amp;_img]:h-8\u0022\u003ERead more\u003C\/a\u003E\n\n\n \u003C\/div\u003E\n \n \u003Ca href=\u0022#\u0022 class=\u0022close-dmb-notification absolute top-[50%] right-3 translate-y-[-50%] after:icon-close\/[24px] after:bg-white after:block\u0022 aria-label=\u0022Close notification\u0022\u003E\u003C\/a\u003E\n\u003C\/div\u003E\n\n","startTime":"","endTime":"","contentTypes":[],"sitewide":"0","pathLimit":["\/use-cases\/insurance"],"excluded":[],"id":"26"},{"content":"\n\n\n\n\n\u003Cdiv class=\u0022dmb-notification glide__slide flex justify-center items-center relative\u0022 dmb-notification-id=\u002221\u0022 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+
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+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=P1kmdm55 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=1Ckcj4tk 2x" media="all and (min-width: 640px)" type="image/webp" width="480" height="401"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=oGW6WRq0 1x, /sites/default/files/styles/large_hq/public/image/2026-04/nav-pinterest-feat.png.webp?itok=c5MXTBVu 2x" type="image/webp" width="600" height="501"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/nav-pinterest-feat.png?itok=Ba-bngWD 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/nav-pinterest-feat.png?itok=N-kmibpH 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="401"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/nav-pinterest-feat.png?itok=BzI58ESP 1x, /sites/default/files/styles/large_hq/public/image/2026-04/nav-pinterest-feat.png?itok=PeHsxZvw 2x" type="image/png" width="600" height="501"/>
+ <img loading="lazy" width="600" height="501" src="/sites/default/files/styles/small_hq/public/image/2026-04/nav-pinterest-feat.png?itok=BzI58ESP" alt="pinterest customer story featured image" />
+
+ </picture>
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+ </div>
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+ </div>
+ <h4 class="h4 text-blue-600 font-bold mb-2 leading-[1.33]">
+ Securing Insights Without Compromise
+ </h4>
+ <div class="description text-gray-200 text-base leading-[1.25] mb-3"> Pinterest's People Analytics team eliminated risky PII downloads by connecting Posit Workbench directly to Snowflake. This resulted in stronger security, faster collaboration, and advanced statistical modeling for deeper insights. Read how they modernized their workflow.
+ </div>
+ <div class="title"><a href="/about/customer-stories/pinterest">Learn More</a></div>
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+
+ <ul data-count="3" class="menu menu-level-1">
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Analyze</span>
+
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+ <ul data-count="7" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/workbench" data-drupal-link-system-path="node/156">Posit Workbench</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Maintain control with centralized management
+ </div>
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+ <a href="https://posit.co/products/ide/positron">Positron Pro</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> A secure, governed, and scalable data science editor, delivered through Posit Workbench
+ </div>
+
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+
+ <li class="menu-item menu-item--default">
+ <a href="/products/ai" data-drupal-link-system-path="node/216">Posit AI for RStudio</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Activate a specialized agent directly in RStudio, transforming your IDE into a powerful collaborator for data analysis.
+ </div>
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+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/cloud" data-drupal-link-system-path="node/191">Posit Cloud</a>
+
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+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Code in RStudio or Jupyter Notebooks and easily share
+ </div>
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+
+ <li class="menu-item menu-item--simple">
+ <a href="/products/enterprise/team" data-drupal-link-system-path="node/981">Explore Posit Team Suite</a>
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+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Publish</span>
+
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+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/connect" data-drupal-link-system-path="node/161">Posit Connect</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Share and update dynamic data insights and applications
+ </div>
+
+
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+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/connect-cloud" data-drupal-link-system-path="node/1006">Posit Connect Cloud</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Quickly publish and share Python and R work
+ </div>
+
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+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://www.shinyapps.io/?_gl=1*2w6ctu*_ga*MjAzNTYzNjYyLjE3Njk0NTQ1MTU.*_ga_2C0WZ1JHG0*czE3NzIyMjUwMzUkbzk0JGcxJHQxNzcyMjI3NjAxJGo2MCRsMCRoMA.." target="_blank">shinyapps.io</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Share your Shiny applications online
+ </div>
+
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+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Govern</span>
+
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+ <ul data-count="2" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/package-manager" data-drupal-link-system-path="node/166">Posit Package Manager</a>
+
+
+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Distribute and manage secure, scalable, package repositories for Python and R
+ </div>
+
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+
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+
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+
+ <li class="menu-item menu-item--default">
+ <a href="/products/enterprise/public-package-manager" data-drupal-link-system-path="node/1026">Public Package Manager</a>
+
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+ <div class="description text-gray-200 text-[12px] leading-[1.33]"> Discover and install Python and R packages from CRAN, PyPl and Bioconductor
+ </div>
+
+
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+ </li>
+ </ul>
+
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+ </ul>
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+ </div>
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+
+ <li class="menu-item menu-item--expanded">
+ <button tabindex="0" class="dropdown-trigger" aria-label="Expand Open Source" aria-expanded="false" type="button">Open Source</button>
+
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+ <div class="dropdown-content surface-light menu:bg-white menu:rounded-2xl menu:p-10 text-gray-200">
+ <h3 class="text-[24px] leading-[1.25] text-blue-600 font-semibold d-none menu:block menu:mb-8">Open Source</h3>
+
+ <ul data-count="4" class="menu menu-level-1">
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Analyze & Explore</span>
+
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+
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+ <a href="/products/ide/positron" data-drupal-link-system-path="node/151">Positron</a>
+
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+
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+ <a href="/products/open-source/rstudio" data-drupal-link-system-path="node/696">RStudio IDE</a>
+
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+
+ <li class="menu-item menu-item--simple">
+ <a href="https://docs.posit.co/ide/user/#rstudio-ide-oss-downloads" target="_blank">Download rstudio</a>
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+ <li class="menu-item menu-item--simple">
+ <a href="https://positron.posit.co/download.html">Download Positron</a>
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+ <span>About Open Source</span>
+
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+ <a href="https://opensource.posit.co/people/" target="_blank">People</a>
+
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+
+ <li class="menu-item menu-item--default">
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+
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+ <a href="https://opensource.posit.co/about/ai/" target="_blank">Our AI work</a>
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+
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+ <span>Open Source resources</span>
+
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+ <ul data-count="6" class="menu menu-level-2">
+
+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/blog/" target="_blank">Open Source blog</a>
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+ <a href="https://opensource.posit.co/software/" target="_blank">Open Source software</a>
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+ <a href="https://opensource.posit.co/resources/cheatsheets/" target="_blank">Cheatsheets</a>
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+ <a href="https://opensource.posit.co/events/" target="_blank">Open Source events</a>
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+
+ <li class="menu-item menu-item--default">
+ <a href="https://github.com/posit-dev" target="_blank">GitHub</a>
+
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+ </ul>
+
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+
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+
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+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=R7-D-OJK 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=p1NGWVXw 2x" media="all and (min-width: 640px)" type="image/webp" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=-XeDSJMF 1x, /sites/default/files/styles/large_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png.webp?itok=lBlKQvOE 2x" type="image/webp" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=ZyXXXuV1 1x, /sites/default/files/styles/medium_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=kFPqZa7a 2x" media="all and (min-width: 640px)" type="image/png" width="383" height="295"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=cT9UJTq5 1x, /sites/default/files/styles/large_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=OWCLd1iQ 2x" type="image/png" width="383" height="295"/>
+ <img loading="lazy" width="383" height="295" src="/sites/default/files/styles/small_hq/public/image/2026-04/os-drpdwn-featureimg-laptop.png?itok=cT9UJTq5" alt="Open Source Website featured image" />
+
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+
+ </div>
+ <h4 class="h4 text-blue-600 font-bold mb-2 leading-[1.33]">
+ Open Source is in Our DNA
+ </h4>
+ <div class="description text-gray-200 text-base leading-[1.25] mb-3"> We believe data science software should be free and open for everyone. Check out our latest open-source initiatives and libraries.
+ </div>
+ <div class="title"><a href="https://opensource.posit.co/">Visit our Open Source website</a></div>
+
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+ <button tabindex="0" class="dropdown-trigger" aria-label="Expand Customers" aria-expanded="false" type="button">Customers</button>
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+
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+ <span>By Team</span>
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+
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+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B11%5D=11&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"11":"11"}}" data-drupal-link-system-path="node/661">Data Science Leaders</a>
+
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+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B16%5D=16&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"16":"16"}}" data-drupal-link-system-path="node/661">IT Leaders</a>
+
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+
+ <li class="menu-item menu-item--default">
+ <a href="/about/customer-stories?teams%5B21%5D=21&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"search_api_fulltext":"","teams":{"21":"21"}}" data-drupal-link-system-path="node/661">Business Leaders</a>
+
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+ <a href="/about/customer-stories" data-drupal-link-system-path="node/661">View all teams</a>
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+ </ul>
+
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+ <span>By Industry</span>
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+ <a href="/about/customer-stories?field_industries%5B31%5D=31&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"field_industries":{"31":"31"},"search_api_fulltext":""}" data-drupal-link-system-path="node/661">Financial Services</a>
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+ <a href="/about/customer-stories?field_industries%5B46%5D=46&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"field_industries":{"46":"46"},"search_api_fulltext":""}" data-drupal-link-system-path="node/661">Insurance</a>
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+ <a href="/about/customer-stories?field_industries%5B36%5D=36&search_api_fulltext=#explore-all-stories" data-drupal-link-query="{"field_industries":{"36":"36"},"search_api_fulltext":""}" data-drupal-link-system-path="node/661">Pharma</a>
+
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+ <li class="menu-item menu-item--default">
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+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Customer Resources</span>
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+ <ul data-count="1" class="menu menu-level-2">
+
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+ <a href="/support" data-drupal-link-system-path="node/691">Support</a>
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+ <a href="/" tabindex="0" class="dropdown-trigger" aria-label="Expand Resources" aria-expanded="false" data-drupal-link-system-path="<front>">Resources</a>
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+ <div class="menu-dropdown">
+ <div class="dropdown-content surface-light menu:bg-white menu:rounded-2xl menu:p-10 text-gray-200">
+ <h3 class="text-[24px] leading-[1.25] text-blue-600 font-semibold d-none menu:block menu:mb-8">Resources</h3>
+
+ <ul data-count="5" class="menu menu-level-1">
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Featured Resources</span>
+
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+ <ul data-count="5" class="menu menu-level-2">
+
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+ <a href="/content-library" data-drupal-link-system-path="node/596">Content library</a>
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+ <a href="/demo-gallery" data-drupal-link-system-path="node/701">Demo gallery</a>
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+ <li class="menu-item menu-item--default">
+ <a href="https://posit.co/videos?type%5B241%5D=241&type%5B136%5D=136&type%5B131%5D=131&type%5B246%5D=246&search_api_fulltext=&sort_by=date">Videos</a>
+
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+ <li class="menu-item menu-item--default">
+ <a href="https://opensource.posit.co/resources/cheatsheets/" target="_blank">Cheatsheets</a>
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+ <span>Education & Events</span>
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+ <li class="menu-item menu-item--default">
+ <a href="https://posit.co/content-library?type%5B246%5D=246&search_api_fulltext=&sort_by=date">Webinars</a>
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+ <a href="/data-science-hangout" data-drupal-link-system-path="node/611">Data Science Hangouts</a>
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+ <li class="menu-item menu-item--default">
+ <a href="/thetestset" data-drupal-link-system-path="node/46">The Test Set : Podcast</a>
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+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://conf.posit.co/2026/" target="_blank">posit::conf</a>
+
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+ </ul>
+
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+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Support</span>
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+ <ul data-count="3" class="menu menu-level-2">
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+ <li class="menu-item menu-item--default">
+ <a href="/support" data-drupal-link-system-path="node/691">Enterprise support</a>
+
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+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://forum.posit.co/?_gl=1*1tp4i8c*_ga*MjAzNTYzNjYyLjE3Njk0NTQ1MTU.*_ga_2C0WZ1JHG0*czE3NzE2MDYxOTYkbzcxJGcxJHQxNzcxNjA2NTc0JGo2MCRsMCRoMA.." target="_blank">Community forum</a>
+
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+ </li>
+
+ <li class="menu-item menu-item--default">
+ <a href="https://support.posit.co/hc/en-us?_gl=1*oetol6*_ga*MjAzNTYzNjYyLjE3Njk0NTQ1MTU.*_ga_2C0WZ1JHG0*czE3NzE2MDYxOTYkbzcxJGcxJHQxNzcxNjA2NTc0JGo2MCRsMCRoMA.." target="_blank">Knowledge base</a>
+
+
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+ </li>
+ </ul>
+
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+ </li>
+
+ <li class="menu-item menu-item--expanded menu-item--default">
+ <span>Documentation</span>
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+ <a href="https://docs.posit.co/" target="_blank">Documentation</a>
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+
+ <li class="menu-item menu-item--featured">
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+
+ <picture>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png.webp?itok=jUxPyh2Z 1x, /sites/default/files/styles/medium_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png.webp?itok=xzUL_X7y 2x" media="all and (min-width: 640px)" type="image/webp" width="480" height="270"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png.webp?itok=DpXKQIDR 1x, /sites/default/files/styles/large_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png.webp?itok=kVr7zo17 2x" type="image/webp" width="640" height="360"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=V9t_Swzo 1x, /sites/default/files/styles/medium_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=RV4xZ1P8 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="270"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=IZ80uf82 1x, /sites/default/files/styles/large_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=u9eoUewf 2x" type="image/png" width="640" height="360"/>
+ <img loading="lazy" width="640" height="360" src="/sites/default/files/styles/small_hq/public/image/2026-05/pst-acad-launch-blog-1920x1080.png?itok=IZ80uf82" alt="Posit Academy logo" />
+
+ </picture>
+
+
+
+ </div>
+
+ </div>
+ <h4 class="h4 text-blue-600 font-bold mb-2 leading-[1.33]">
+ Introducing Posit Academy
+ </h4>
+ <div class="description text-gray-200 text-base leading-[1.25] mb-3"> Discover the brand-new Posit Academy, a free data science learning platform where you can instantly access everything from self-paced courses to premium, mentor-led apprenticeships to elevate your career!
+ </div>
+ <div class="title"><a href="https://academy.posit.co/" target="_blank">Check it out</a></div>
+
+
+
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+
+ </li>
+ </ul>
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+
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+ </div>
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+
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+
+ <nav role="navigation" aria-labelledby="block-kinetic-ctamenu-menu" id="block-kinetic-ctamenu" class="block block-menu navigation menu--cta-menu">
+
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+
+
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+ <ul data-region="header" class="menu flex gap-2 items-center">
+ <li>
+ <a href="/schedule-a-call" pst-datalayer-event="cta_click" class="flex w-full btn-primary" data-drupal-link-system-path="node/316">Get started</a>
+
+ </li>
+ <li>
+ <a href="/demo-gallery" pst-datalayer-event="cta_click" class="flex w-full btn-secondary" data-drupal-link-system-path="node/701">Demo gallery</a>
+
+ </li>
+ </ul>
+
+
+
+ </nav>
+
+ <div class="search-header" data-search-header>
+ <div id="searchstax-header-input" class="search-header__input"></div>
+ <button class="search-reveal__trigger search-header__trigger" aria-label="Open Search" aria-controls="search-header-panel" aria-expanded="false">
+ <span class="search-reveal-icon flex after:icon-search/[20px] after:bg-blue-400 dark:after:bg-white" aria-hidden="true"></span>
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+ <button type="button" class="search-header__close" aria-label="Close Search">
+ <span aria-hidden="true">×</span>
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+ <div id="searchstax-header-feedback" class="search-header__feedback"></div>
+ <div id="searchstax-header-external-promotions-layout-container"></div>
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+ <div id="searchstax-header-pagination" class="search-header__pagination"></div>
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+ <div
+ class="flex items-center gap-2 menu:d-none">
+ <button class="search-reveal__trigger" aria-label="Open Search" aria-controls="search-reveal-modal" aria-expanded="false">
+ <span class="flex after:icon-search/[20px] after:bg-blue-400 dark:after:bg-white" aria-hidden="true"></span>
+ </button>
+ <button class="kinetic-menu-trigger" aria-label="Open menu" aria-expanded="false" aria-controls="mobile-nav-wrapper">
+ <span></span>
+</button>
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+ <div class='mobile-nav__inner'>
+ <div class='container container-default py-8'>
+ <div data-block-collector='mobile'></div>
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+
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+
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+ <a id="main-content" tabindex="-1"></a> <div class="layout-content">
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+ <div data-drupal-messages-fallback class="hidden"></div>
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+
+
+
+<article class="node node--type-blog node--view-mode-full">
+
+
+
+
+
+
+<style>
+ :root {
+ --kinetic-header-bg-color: var(--color-blue-250);
+ --kinetic-header-scrolled-bg: var(--color-blue-250);
+ }
+</style>
+
+<div data-component-id="kinetic:blog" class="py-10">
+ <div class="container container-default">
+ <nav class="breadcrumb" role="navigation" aria-labelledby="system-breadcrumb">
+ <h2 id="system-breadcrumb" class="visually-hidden">Breadcrumb</h2>
+ <ol class="flex flex-wrap text-xs leading-[1.33] text-blue-600-semi dark:text-[#FFFFFF9E] uppercase m-0 gap-1 font-semibold">
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+ <a class="text-inherit hover:underline" href="/blog">Blog</a>
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+
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+
+<span class="inline-block uppercase px-2 py-1 rounded-lg text-base font-semibold bg-blue-50 text-blue-300"> Commercial enterprise offerings </span>
+ </div>
+ <h1 class="h2 mt-5 mb-5 md:mb-10">Shiny Server (Pro) 1.5.6</h1>
+ <div class="flex flex-col md:flex-row gap-5 md:justify-between md:items-start">
+ <div class="flex flex-wrap gap-5">
+
+
+
+<div data-component-id="kinetic:person-simple" class="flex items-center gap-4 md:gap-5 text-blue-600">
+ <div class="w-[52px] h-[52px] rounded-md shrink-0 overflow-hidden [&_img]:cover">
+ <img loading="lazy" src="/sites/default/files/styles/small_square_hq_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=cV1DIzbe" width="320" height="320" alt="Profile picture of Alan Dipert" class="image-style-small-square-hq-1-1" />
+
+
+
+
+ </div>
+ <div class="text-sm leading-[1.33]">Written by Alan Dipert</div>
+</div>
+
+
+ </div>
+ <div class="shrink-0 before:icon-calendar/[20px] before:bg-blue-600 before:block flex items-center gap-2.5 text-blue-600-semi text-xs leading-[1.33] font-semibold"> 2017-12-11
+ </div>
+ </div>
+ <div class="mt-14 md:mt-10 w-full contain-image rounded-2xl overflow-hidden">
+
+ </div>
+
+ <div class="mt-10 md:mt-20 mb-20 md:mb-30 mx-auto max-w-[696px]">
+ <div class="text-formatted">
+ <div class="quarto-content"><p><a href="https://posit.co/products/open-source/shiny-server/">Shiny Server 1.5.6.875 and Shiny Server Pro 1.5.6.902 are now available.</a></p>
+<p>This release of Shiny Server Pro includes floating license support and Shiny Server contains a small enhancement to the way errors are displayed. We recommend upgrading at your earliest convenience.</p>
+<section id="shiny-server-1.5.6.875" class="level3">
+<h3 class="anchored" data-anchor-id="shiny-server-1.5.6.875">Shiny Server 1.5.6.875</h3>
+<ul>
+<li>Use HTTPS for Google Fonts on error page, which resolves insecure content errors on some browser when run behind SSL. (PR <a href="https://github.com/rstudio/shiny-server/pull/322">#322</a>)</li>
+</ul>
+</section>
+<section id="shiny-server-pro-1.5.6.902" class="level3">
+<h3 class="anchored" data-anchor-id="shiny-server-pro-1.5.6.902">Shiny Server Pro 1.5.6.902</h3>
+<p>This release adds <strong>floating license</strong> support through the <code>license_type</code> configuration directive. Full documentation can be found at <a href="https://docs.posit.co/shiny-server/#floating-licenses">http://docs.rstudio.com/shiny-server/#floating-licenses</a>.</p>
+<p>Floating licensing allows you to run fully licensed copies of Shiny Server Pro easily in ephemeral instances, such as Docker containers, virtual machines, and EC2 instances. Instances don’t have to be individually licensed, and you don’t have to manually activate and deactivate a license in each instance. Instead, a lightweight license server distributes temporary licenses (“leases”) to each instance, and the instance uses the license only while it’s running.</p>
+<p>This model is perfect for environments in which Shiny Server Pro instances are frequently created and destroyed on demand, and only requires that you purchase a license for the maximum number of concurrent instances you want to run.</p>
+</section></div>
+ </div>
+
+ </div>
+
+ <div class="bg-blue-50 py-18 md:py-15 full-bleed">
+ <div class="container container-default">
+ <div class="flex flex-col gap-6 max-w-[1008px] xl:ml-[157px]">
+
+
+
+<div data-component-id="kinetic:person-extended" class="p-4 flex flex-col md:flex-row gap-5 xl:gap-11 px-8 md:px-13 pt-12 pb-10.5 bg-off-white rounded-3xl text-black-100">
+ <div class="w-[107px] h-[107px] md:w-[178px] md:h-[178px] rounded-xl shrink-0 overflow-hidden [&_img]:cover">
+ <picture>
+ <source srcset="/sites/default/files/styles/medium_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=m74AE6hd 1x, /sites/default/files/styles/large_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=Q2FTUJE4 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="480"/>
+ <source srcset="/sites/default/files/styles/x_small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=wjGCvil4 1x, /sites/default/files/styles/small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=jiynn8gN 2x" type="image/png" width="100" height="100"/>
+ <img loading="lazy" width="100" height="100" src="/sites/default/files/styles/x_small_square_1_1/public/migrate/speakers/2023/02/alan-dipert.png?h=cc872d96&itok=wjGCvil4" alt="Profile picture of Alan Dipert" />
+
+ </picture>
+
+
+
+ </div>
+ <div class="content">
+ <h3 class="h3 mb-3 md:mb-4 text-blue-600">Alan Dipert</h3>
+ <div class="text-base font-semibold text-blue-300"></div>
+ <div class="text-base leading-[1.75] mt-6"><div class="text-formatted">
+ <span>Alan is a software engineer on the Shiny team at RStudio. In the past, he’s helped build web applications, reporting pipelines, and many things between. When he’s not working, Alan likes to spend his time reading or being with his family.</span>
+
+ </div>
+</div>
+ <div class="menu-social mt-7 [&_a]:after:!bg-blue-300 [&_a]:hover:after:!bg-blue-500">
+ <div data-component-id="kinetic:social-links" class="menu-social">
+ <ul class="menu--social">
+ <li class="x"> <a href="https://twitter.com/alandipert" rel="nofollow" target="_blank">https://twitter.com/alandipert</a> </li>
+ <li class="github"> <a href="https://github.com/alandipert" rel="nofollow" target="_blank">https://github.com/alandipert</a> </li>
+ </ul>
+</div>
+
+ </div>
+ </div>
+</div>
+
+
+ </div>
+ </div>
+ </div>
+
+ <div class="views-element-container"><div class="view view-blogs view-id-blogs view-display-id-related_blogs js-view-dom-id-ad9d9f71a45cd68392ecec109b7a5e47c8bb7a509f2c17c5045fad6ba222db79 my-13 md:my-30">
+
+
+ <div class="view-header md:mb-15">
+ <h2 class="h2">Related Content</h2>
+ </div>
+
+ <div class="view-content grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-8">
+ <div class="views-row">
+<article class="group relative cursor-pointer">
+ <div class="relative rounded-2xl overflow-hidden">
+ <div class="aspect-2/1 [&_>*]:h-full [&_img]:cover">
+ <picture>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png.webp?itok=i1RMuOnW 1x, /sites/default/files/styles/medium_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png.webp?itok=LxAEu_3I 2x" media="all and (min-width: 640px)" type="image/webp" width="480" height="270"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png.webp?itok=HLqF9_Vm 1x, /sites/default/files/styles/large_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png.webp?itok=5Tr9SwsQ 2x" type="image/webp" width="640" height="360"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png?itok=WVzXbM4q 1x, /sites/default/files/styles/medium_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png?itok=zMtn0e99 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="270"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png?itok=Bhoce5j5 1x, /sites/default/files/styles/large_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png?itok=Kkh952Ld 2x" type="image/png" width="640" height="360"/>
+ <img loading="lazy" width="640" height="360" src="/sites/default/files/styles/small_hq/public/image/2026-05/PST-Blog-MCPsOnConnect-v2%402x.png?itok=Bhoce5j5" alt="MCP Servers on Connect" />
+
+ </picture>
+
+
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+ </div>
+ </div>
+ <div class="mt-6">
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+<span class="inline-block uppercase px-2 py-1 rounded-lg text-base font-semibold bg-blue-50 text-blue-300"> Commercial enterprise offerings </span>
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+ <div class="shrink-0 before:icon-calendar/[20px] before:bg-blue-600 before:block flex items-center gap-2.5 text-blue-600-semi text-xs leading-[1.33] font-semibold"> 2026-07-22
+ </div>
+ <h3 class="h3 mb-3 decoration-2 inline-block text-blue-600 dark:text-white group-hover:underline">
+ <a href="/blog/mcp-servers-on-connect-managing-credentials-and-access" aria-label="Read more" title="Read more" class="stretch"> MCP Servers on Connect: Managing credentials and access</a>
+ </h3>
+ <div class="text-blue-600-semi dark:text-blue-50">
+ <div class="text-formatted">
+ In Part 1, we covered what the Model Context Protocol (MCP) is, how we...
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+
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+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png.webp?itok=8qvTZH9e 1x, /sites/default/files/styles/large_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png.webp?itok=hKRttHeG 2x" type="image/webp" width="640" height="360"/>
+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png?itok=or63Pwsk 1x, /sites/default/files/styles/medium_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png?itok=fn5H46_T 2x" media="all and (min-width: 640px)" type="image/png" width="480" height="270"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png?itok=mcMpHr6u 1x, /sites/default/files/styles/large_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png?itok=5bRWNjc2 2x" type="image/png" width="640" height="360"/>
+ <img loading="lazy" width="640" height="360" src="/sites/default/files/styles/small_hq/public/image/2026-07/SF-pubsec-epidemiologists-Blog.png?itok=mcMpHr6u" alt="Score a Disease Surveillance Model Inside Snowflake, Without Moving" />
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+ </div>
+ <div class="mt-6">
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+
+<span class="inline-block uppercase px-2 py-1 rounded-lg text-base font-semibold bg-blue-50 text-blue-300"> Commercial enterprise offerings </span>
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+ <div class="shrink-0 before:icon-calendar/[20px] before:bg-blue-600 before:block flex items-center gap-2.5 text-blue-600-semi text-xs leading-[1.33] font-semibold"> 2026-07-06
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+ <h3 class="h3 mb-3 decoration-2 inline-block text-blue-600 dark:text-white group-hover:underline">
+ <a href="/blog/score-a-disease-surveillance-model-inside-snowflake-without-moving-your-data" aria-label="Read more" title="Read more" class="stretch"> Score a Disease Surveillance Model Inside Snowflake, Without Moving</a>
+ </h3>
+ <div class="text-blue-600-semi dark:text-blue-50">
+ <div class="text-formatted">
+ Learn how public health teams run R and Python disease surveillance models inside Snowflake...
+
+
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+ <span aria-hidden="true" class="uppercase text-base text-blue-500 font-display link-next group-hover:link-hover"> Read more </span>
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+ <source srcset="/sites/default/files/styles/x_small_hq/public/image/2026-06/screenshot.jpg?itok=B3FZdhAq 1x, /sites/default/files/styles/medium_hq/public/image/2026-06/screenshot.jpg?itok=LlLqZjrF 2x" media="all and (min-width: 640px)" type="image/jpeg" width="480" height="240"/>
+ <source srcset="/sites/default/files/styles/small_hq/public/image/2026-06/screenshot.jpg?itok=m6iIZ4yw 1x, /sites/default/files/styles/large_hq/public/image/2026-06/screenshot.jpg?itok=Z5PrYDLX 2x" type="image/jpeg" width="640" height="320"/>
+ <img loading="lazy" width="640" height="320" src="/sites/default/files/styles/small_hq/public/image/2026-06/screenshot.jpg?itok=m6iIZ4yw" alt="Don't bring a spreadsheet to a data fight" />
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+ <div class="mt-6">
+ <div class="mb-3">
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+<span class="inline-block uppercase px-2 py-1 rounded-lg text-base font-semibold bg-blue-50 text-blue-300"> Positron and RStudio IDE </span>
+ </div>
+ <div class="shrink-0 before:icon-calendar/[20px] before:bg-blue-600 before:block flex items-center gap-2.5 text-blue-600-semi text-xs leading-[1.33] font-semibold"> 2026-06-18
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+ <h3 class="h3 mb-3 decoration-2 inline-block text-blue-600 dark:text-white group-hover:underline">
+ <a href="/blog/dont-bring-spreadsheet-data-fight" aria-label="Read more" title="Read more" class="stretch"> Don't bring a spreadsheet to a data fight</a>
+ </h3>
+ <div class="text-blue-600-semi dark:text-blue-50">
+ <div class="text-formatted">
+ There's a moment every data analyst knows. The spreadsheet that used to be fast...
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justify-center items-center pl-[18px] pr-[52px] xl:px-42 py-2 [\u0026amp;_p]:text-white [\u0026amp;_.btn-primary]:btn-blue xl:text-center\u0022\u003E \n\n \u003Cdiv class=\u0022text-formatted\u0022\u003E\n \u003Cp\u003EIntroducing Posit Academy, our new home for hands-on learning is here.\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca data-component-id=\u0022kinetic:button\u0022 data-component-variant=\u0022btn-primary\u0022 pst-datalayer-event=\u0022cta_click\u0022 target=\u0022_blank\u0022 aria-label=\u0022Opens in new tab\u0022 href=\u0022https:\/\/academy.posit.co\/\u0022 class=\u0022btn-primary [\u0026amp;_img]:h-8\u0022\u003ECheck It Out\u003C\/a\u003E\n\n\n \u003C\/div\u003E\n \n \u003Ca href=\u0022#\u0022 class=\u0022close-dmb-notification absolute top-[50%] right-3 translate-y-[-50%] after:icon-close\/[24px] after:bg-white after:block\u0022 aria-label=\u0022Close 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class=\u0022dmb-notification glide__slide flex justify-center items-center relative\u0022 dmb-notification-id=\u002251\u0022 dmb-cookie-expiration=\u0022365\u0022 dmb-auto-dismiss=\u00220\u0022 dmb-dismiss-time=\u002215\u0022 data-component-id=\u0022kinetic:dmb-notification\u0022\u003E\n \u003Cdiv class=\u0022dmb-notification-content min-h-[var(--dmb-height)] flex flex-row gap-[12px] xl:gap-[18px] justify-center items-center pl-[18px] pr-[52px] xl:px-42 py-2 [\u0026amp;_p]:text-white [\u0026amp;_.btn-primary]:btn-blue xl:text-center\u0022\u003E \n\n \u003Cdiv class=\u0022text-formatted\u0022\u003E\n \u003Cp\u003EAnalyst Report: A blueprint for modern data science in highly regulated industries\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca data-component-id=\u0022kinetic:button\u0022 data-component-variant=\u0022btn-primary\u0022 pst-datalayer-event=\u0022cta_click\u0022 href=\u0022\/about\/analyst-reports\/a-blueprint-for-modern-data-science\u0022 class=\u0022btn-primary [\u0026amp;_img]:h-8\u0022\u003ERead more\u003C\/a\u003E\n\n\n \u003C\/div\u003E\n \n \u003Ca href=\u0022#\u0022 class=\u0022close-dmb-notification absolute top-[50%] right-3 translate-y-[-50%] after:icon-close\/[24px] after:bg-white after:block\u0022 aria-label=\u0022Close notification\u0022\u003E\u003C\/a\u003E\n\u003C\/div\u003E\n\n","startTime":"","endTime":"","contentTypes":[],"sitewide":"0","pathLimit":["\/solutions\/banking"],"excluded":[],"id":"51"},{"content":"\n\n\n\n\n\u003Cdiv class=\u0022dmb-notification glide__slide flex justify-center items-center relative\u0022 dmb-notification-id=\u002246\u0022 dmb-cookie-expiration=\u0022365\u0022 dmb-auto-dismiss=\u00220\u0022 dmb-dismiss-time=\u002215\u0022 data-component-id=\u0022kinetic:dmb-notification\u0022\u003E\n \u003Cdiv class=\u0022dmb-notification-content min-h-[var(--dmb-height)] flex flex-row gap-[12px] xl:gap-[18px] justify-center items-center pl-[18px] pr-[52px] xl:px-42 py-2 [\u0026amp;_p]:text-white [\u0026amp;_.btn-primary]:btn-blue xl:text-center\u0022\u003E \n\n \u003Cdiv class=\u0022text-formatted\u0022\u003E\n \u003Cp\u003EOn-Demand Webinar: How Data Science is Revolutionizing Insurance\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca data-component-id=\u0022kinetic:button\u0022 data-component-variant=\u0022btn-primary\u0022 pst-datalayer-event=\u0022cta_click\u0022 href=\u0022\/webinar\/how-data-science-is-revolutionizing-insurance\u0022 class=\u0022btn-primary [\u0026amp;_img]:h-8\u0022\u003EWatch now\u003C\/a\u003E\n\n\n \u003C\/div\u003E\n \n \u003Ca href=\u0022#\u0022 class=\u0022close-dmb-notification absolute top-[50%] right-3 translate-y-[-50%] after:icon-close\/[24px] after:bg-white after:block\u0022 aria-label=\u0022Close notification\u0022\u003E\u003C\/a\u003E\n\u003C\/div\u003E\n\n","startTime":"","endTime":"","contentTypes":[],"sitewide":"0","pathLimit":["\/use-cases\/insurance"],"excluded":[],"id":"46"},{"content":"\n\n\n\n\n\u003Cdiv class=\u0022dmb-notification glide__slide flex justify-center items-center relative\u0022 dmb-notification-id=\u002241\u0022 dmb-cookie-expiration=\u0022365\u0022 dmb-auto-dismiss=\u00220\u0022 dmb-dismiss-time=\u002215\u0022 data-component-id=\u0022kinetic:dmb-notification\u0022\u003E\n \u003Cdiv class=\u0022dmb-notification-content min-h-[var(--dmb-height)] flex flex-row gap-[12px] xl:gap-[18px] justify-center items-center pl-[18px] pr-[52px] xl:px-42 py-2 [\u0026amp;_p]:text-white [\u0026amp;_.btn-primary]:btn-blue xl:text-center\u0022\u003E \n\n \u003Cdiv class=\u0022text-formatted\u0022\u003E\n \u003Cp\u003EEBOOK: The Enterprise Guide to Scaling AI-powered Data Science with Posit + Snowflake\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca 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data-component-id=\u0022kinetic:dmb-notification\u0022\u003E\n \u003Cdiv class=\u0022dmb-notification-content min-h-[var(--dmb-height)] flex flex-row gap-[12px] xl:gap-[18px] justify-center items-center pl-[18px] pr-[52px] xl:px-42 py-2 [\u0026amp;_p]:text-white [\u0026amp;_.btn-primary]:btn-blue xl:text-center\u0022\u003E \n\n \u003Cdiv class=\u0022text-formatted\u0022\u003E\n \u003Cp\u003EEBOOK: Accelerate Compliant Clinical Trial Reporting with Open Source\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca data-component-id=\u0022kinetic:button\u0022 data-component-variant=\u0022btn-primary\u0022 pst-datalayer-event=\u0022cta_click\u0022 href=\u0022\/ebook\/the-open-source-clinical-trial-reporting-playbook\u0022 class=\u0022btn-primary [\u0026amp;_img]:h-8\u0022\u003EGet the guide\u003C\/a\u003E\n\n\n \u003C\/div\u003E\n \n \u003Ca href=\u0022#\u0022 class=\u0022close-dmb-notification absolute top-[50%] right-3 translate-y-[-50%] after:icon-close\/[24px] after:bg-white after:block\u0022 aria-label=\u0022Close notification\u0022\u003E\u003C\/a\u003E\n\u003C\/div\u003E\n\n","startTime":"","endTime":"","contentTypes":[],"sitewide":"0","pathLimit":["\/use-cases\/pharma"],"excluded":[],"id":"36"},{"content":"\n\n\n\n\n\u003Cdiv class=\u0022dmb-notification glide__slide flex justify-center items-center relative\u0022 dmb-notification-id=\u002226\u0022 dmb-cookie-expiration=\u0022365\u0022 dmb-auto-dismiss=\u00220\u0022 dmb-dismiss-time=\u002215\u0022 data-component-id=\u0022kinetic:dmb-notification\u0022\u003E\n \u003Cdiv class=\u0022dmb-notification-content min-h-[var(--dmb-height)] flex flex-row gap-[12px] xl:gap-[18px] justify-center items-center pl-[18px] pr-[52px] xl:px-42 py-2 [\u0026amp;_p]:text-white [\u0026amp;_.btn-primary]:btn-blue xl:text-center\u0022\u003E \n\n \u003Cdiv class=\u0022text-formatted\u0022\u003E\n \u003Cp\u003EDigital Insurance Reprint: Building a data science culture that ships models and meets regulatory demands\u003C\/p\u003E\n \u003C\/div\u003E\n\n\n \n \n\n \n \n \n\n\n \u003Ca data-component-id=\u0022kinetic:button\u0022 data-component-variant=\u0022btn-primary\u0022 pst-datalayer-event=\u0022cta_click\u0022 href=\u0022\/ebook\/building-a-data-science-culture-that-ships-models-and-meets-regulatory-demands-reprint\u0022 class=\u0022btn-primary [\u0026amp;_img]:h-8\u0022\u003ERead more\u003C\/a\u003E\n\n\n \u003C\/div\u003E\n \n \u003Ca href=\u0022#\u0022 class=\u0022close-dmb-notification absolute top-[50%] right-3 translate-y-[-50%] after:icon-close\/[24px] after:bg-white after:block\u0022 aria-label=\u0022Close notification\u0022\u003E\u003C\/a\u003E\n\u003C\/div\u003E\n\n","startTime":"","endTime":"","contentTypes":[],"sitewide":"0","pathLimit":["\/use-cases\/insurance"],"excluded":[],"id":"26"},{"content":"\n\n\n\n\n\u003Cdiv class=\u0022dmb-notification glide__slide flex justify-center items-center relative\u0022 dmb-notification-id=\u002221\u0022 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diff --git a/md/TechWorks.md b/md/TechWorks.md
index 9c5427c..07da52d 100644
--- a/md/TechWorks.md
+++ b/md/TechWorks.md
@@ -17,7 +17,9 @@ Papers, slides, recordings, and source snapshots are available in the [TechWorks
| 2018-09-06 | rstudio.com | [Load testing Shiny](./TechWorks/2018-09-06-load-testing-shiny-archive.html) | Webinar | Presenter | |
| 2018-02-02 | rstudio::conf | [Make Shiny fast by doing as little work as possible](https://rstudio.com/resources/rstudioconf-2018/make-shiny-fast-by-doing-as-little-work-as-possible/), [slides](https://github.com/alandipert/fast-shiny) | Presentation | Presenter | |
| 2018-01-31 | rstudio::conf | Intermediate Shiny | Workshop | Teaching assistant | |
+| 2017-12-11 | RStudio blog | [Shiny Server (Pro) 1.5.6](./TechWorks/ShinyServer156.html) | Article | Author | |
| 2017-10-13 | WWW | [Wondr: Thoughts on R programming](https://tailrecursion.com/wondr/) | Blog | Author | |
+| 2017-09-12 | RStudio blog | [Shiny Server (Pro) 1.5.4](./TechWorks/ShinyServer154.html) | Article | Author | |
| 2016-11-03 | [The Cognicast](https://www.cognitect.com/cognicast/) | [Episode 112](https://www.cognitect.com/cognicast/112) | Interview | Interviewee | Craig Andera, Micha Niskin |
| 2016-10-18 | [The Cognicast](https://www.cognitect.com/cognicast/) | [Episode 111](https://www.cognitect.com/cognicast/111) | Interview | Interviewee | Craig Andera, Micha Niskin |
| 2015-11-06 | [Øredev](https://archive.oredev.org/2015/2015.html) | [Programmable Builds with Boot](https://vimeo.com/144997124) | Presentation | Presenter | |
diff --git a/md/TechWorks/ShinyServer154.html b/md/TechWorks/ShinyServer154.html
new file mode 100644
index 0000000..f6bf74c
--- /dev/null
+++ b/md/TechWorks/ShinyServer154.html
@@ -0,0 +1,48 @@
+<!doctype html>
+<html lang="en">
+<head>
+ <meta charset="utf-8">
+ <meta name="viewport" content="width=device-width, initial-scale=1">
+ <title>Shiny Server (Pro) 1.5.4</title>
+ <link rel="stylesheet" href="../style.css">
+</head>
+<body>
+ <main id="main">
+ <header class="site-head">
+ <a class="site-brand" href="../TechWorks.html">
+ <span class="site-brand-name">TechWorks</span>
+ <span class="site-brand-tagline">Selected work</span>
+ </a>
+ <nav class="site-nav" aria-label="Archive navigation">
+ <a href="../TechWorks.html">Works</a>
+ <a href="../TechWorksArchive.html">Archive</a>
+ </nav>
+ </header>
+
+ <article>
+ <h1>Shiny Server (Pro) 1.5.4</h1>
+ <p><small>Originally published on the RStudio blog on September 12, 2017. <a href="https://posit.co/blog/shiny-server-pro-1-5-4/">Read it at Posit</a>.</small></p>
+
+ <p><a href="https://posit.co/products/open-source/shiny-server/">Shiny Server 1.5.4.869 and Shiny Server Pro 1.5.4.872 are now available.</a></p>
+
+ <p>Both the new Shiny Server and Shiny Server Pro releases include bug fixes and enhancements, and we recommend upgrading at your earliest convenience.</p>
+
+ <h2>Shiny Server 1.5.4.869</h2>
+
+ <ul>
+ <li><a href="https://docs.posit.co/shiny-server/#clickjacking-protection">Clickjacking protection</a> can now be enabled using the <code>frame_options</code> directive. This directive was already available in Shiny Server Pro, but is now available in Shiny Server as well.</li>
+ <li>A bug that caused <code>"Error: Can't set headers after they are sent."</code> to appear in error logs was fixed.</li>
+ <li>Several bugs in <code>license-manager</code> were fixed.</li>
+ </ul>
+
+ <h2>Shiny Server Pro 1.5.4.872</h2>
+
+ <ul>
+ <li>The “utilization scheduler” component, which manages the way requests are routed to R processes, has been significantly improved. It has been made more robust, and applications now respond more efficiently to increased load.</li>
+ <li><code>auth_pam</code>: The performance of multiple simultaneous logins was improved.</li>
+ <li><code>auth_ldap</code>: A bug was fixed that caused LDAP to return no groups when a username contained a backslash.</li>
+ </ul>
+ </article>
+ </main>
+</body>
+</html>
diff --git a/md/TechWorks/ShinyServer156.html b/md/TechWorks/ShinyServer156.html
new file mode 100644
index 0000000..9e0bcce
--- /dev/null
+++ b/md/TechWorks/ShinyServer156.html
@@ -0,0 +1,46 @@
+<!doctype html>
+<html lang="en">
+<head>
+ <meta charset="utf-8">
+ <meta name="viewport" content="width=device-width, initial-scale=1">
+ <title>Shiny Server (Pro) 1.5.6</title>
+ <link rel="stylesheet" href="../style.css">
+</head>
+<body>
+ <main id="main">
+ <header class="site-head">
+ <a class="site-brand" href="../TechWorks.html">
+ <span class="site-brand-name">TechWorks</span>
+ <span class="site-brand-tagline">Selected work</span>
+ </a>
+ <nav class="site-nav" aria-label="Archive navigation">
+ <a href="../TechWorks.html">Works</a>
+ <a href="../TechWorksArchive.html">Archive</a>
+ </nav>
+ </header>
+
+ <article>
+ <h1>Shiny Server (Pro) 1.5.6</h1>
+ <p><small>Originally published on the RStudio blog on December 11, 2017. <a href="https://posit.co/blog/shiny-server-pro-1-5-6/">Read it at Posit</a>.</small></p>
+
+ <p><a href="https://posit.co/products/open-source/shiny-server/">Shiny Server 1.5.6.875 and Shiny Server Pro 1.5.6.902 are now available.</a></p>
+
+ <p>This release of Shiny Server Pro includes floating license support and Shiny Server contains a small enhancement to the way errors are displayed. We recommend upgrading at your earliest convenience.</p>
+
+ <h2>Shiny Server 1.5.6.875</h2>
+
+ <ul>
+ <li>Use HTTPS for Google Fonts on error page, which resolves insecure content errors on some browser when run behind SSL. (PR <a href="https://github.com/rstudio/shiny-server/pull/322">#322</a>)</li>
+ </ul>
+
+ <h2>Shiny Server Pro 1.5.6.902</h2>
+
+ <p>This release adds <strong>floating license</strong> support through the <code>license_type</code> configuration directive. Full documentation can be found at <a href="https://docs.posit.co/shiny-server/#floating-licenses">http://docs.rstudio.com/shiny-server/#floating-licenses</a>.</p>
+
+ <p>Floating licensing allows you to run fully licensed copies of Shiny Server Pro easily in ephemeral instances, such as Docker containers, virtual machines, and EC2 instances. Instances don’t have to be individually licensed, and you don’t have to manually activate and deactivate a license in each instance. Instead, a lightweight license server distributes temporary licenses (“leases”) to each instance, and the instance uses the license only while it’s running.</p>
+
+ <p>This model is perfect for environments in which Shiny Server Pro instances are frequently created and destroyed on demand, and only requires that you purchase a license for the maximum number of concurrent instances you want to run.</p>
+ </article>
+ </main>
+</body>
+</html>
diff --git a/md/TechWorksArchive.md b/md/TechWorksArchive.md
index 752dada..70a646f 100644
--- a/md/TechWorksArchive.md
+++ b/md/TechWorksArchive.md
@@ -8,6 +8,8 @@ Downloads and recordings from [TechWorks](./TechWorks.md). Some original event p
|:-----|:-----|
| OCRUG interview | [Local copy](./TechWorks/OCRUGInterview.html) |
| My workstation OS: NetBSD | [Local copy](./TechWorks/MyWorkstationOSNetBSD.html) |
+| Shiny Server (Pro) 1.5.6 | [Local copy](./TechWorks/ShinyServer156.html) |
+| Shiny Server (Pro) 1.5.4 | [Local copy](./TechWorks/ShinyServer154.html) |
## Papers and slides