Your look at evolving tech trends
Pluralsight Technology Index

The tech world waits for no one, and even the most popular software development languages and frameworks don’t stay relevant forever. Enter the Pluralsight Technology Index. 

The Pluralsight Technology Index pulls from nearly 8 billion data points to calculate global popularity and trending growth rates. This creates a comprehensive source to see which development technologies are the most in demand now and likely to stay valuable in the future.

Read our methodology »

Explore relative technology popularity with our interactive data viz

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Technology
1
R
1
2
Microsoft SQL Server
2
3
Google Analytics
3
4
MATLAB
4
5
Tensorflow
5
6
Microsoft Power BI
7
7
SPSS
6
8
Pandas
9
9
SAS
8
10
Oracle Database
11
11
SSIS
10
12
SQL Server Reporting Services (SSRS)
12
13
Apache Spark
13
14
Redis
14
15
Microsoft Dynamics CRM
15
16
D3
16
17
JDBC
17
18
Tableau
18
19
SAP Business Warehouse
19
20
scikit-learn
21
21
Stata
22
22
T-SQL
23
23
phpMyAdmin
20
24
NumPy
24
25
Crystal Reports
25
26
Keras
27
27
Amazon RDS
26
28
SSAS
28
29
Hibernate ORM
31
30
IBM Watson
42
31
ADO.NET
29
32
SciPy
32
33
Jupyter Notebook
34
34
Orange
33
35
Shiny
36
36
Apache HDFS
39
37
Bokeh
38
38
QlikView
44
39
Amazon DynamoDB
40
40
Amazon Elastic MapReduce (EMR)
37
41
Amazon Redshift
41
42
data.table
46
43
Pentaho
43
44
Caffe
45
45
matplotlib
47
46
Cloudera Distribution Hadoop (CDH)
48
47
Mapbox
30
48
DAX
50
49
Beautiful Soup
51
50
DataTables
49
51
RStudio
52
52
PyTorch
56
53
Amazon Athena
60
54
BizTalk Server
53
55
Weka
54
56
IBM Db2
57
57
Scrapy
59
58
Google BigQuery
63
59
H2O
58
60
Looker
70
61
Apache YARN
61
62
Theano
62
63
NVivo
65
64
Apache Sqoop
67
65
Domino Data Lab
66
66
Talend
64
67
Seaborn
68
68
NLTK
71
69
Azure SQL
69
70
Apache Airflow
74
71
Azure Blob Storage
75
72
Cloudera Hue
73
73
Facebook Prophet
55
74
Plasticity Magnitude
80
75
Alteryx
72
76
MDX
76
77
Apache Beam
79
78
TIBCO Spotfire
77
79
Anaconda
78
80
Microsoft Azure Data Lake
100
81
Amazon Kinesis
82
82
Apache Mahout
85
83
Amazon SNS
83
84
Octave
81
85
ggplot2
35
86
plotly
87
87
Qlik Sense
91
88
Apache Zeppelin
86
89
Oracle Business Intelligence
88
90
Oracle SQL Developer
90
91
Oracle Big Data Appliance
93
92
SymPy
92
93
ranger
89
94
spaCy
97
95
Amazon Lex
95
96
AWS Glue
98
97
Azure Machine Learning
121
98
XGBoost
102
99
Apache Parquet
101
100
Entity Framework Core
94
101
caret
96
102
Microsoft SQL Server Exam 70-461
84
103
Databricks
104
104
Sparx Enterprise Architect
106
105
word2vec
105
106
Azure HDInsight
103
107
Amazon Quicksight
108
108
Azure Stream Analytics
109
109
Basemap
110
110
Azure Cosmos DB
107
111
GloVe
111
112
Amazon SageMaker
113
113
Liquibase
112
114
knitr
115
115
SQuirreL
118
116
rvest
119
117
Flyway
122
118
dplyr
117
119
Azure Event Hubs
120
120
Graphviz
124
121
tidyr
127
122
Google Cloud Bigtable
129
123
zoo
125
124
PouchDB
128
125
quantmod
158
126
Azure DocumentDB
130
127
Cython
133
128
yEd Graph Editor
126
129
Greenplum Database
131
130
Apache Apex
132
131
Dask
141
132
DataRobot
123
133
gensim
116
134
Teradata Analytics Platform
134
135
foreign
144
136
furrr
114
137
Blaze
138
138
RavenDB
139
139
Microsoft Cognitive Toolkit (CNTK)
136
140
RapidMiner
142
141
mlr
147
142
Cytoscape
140
143
devtools
137
144
Amazon CloudSearch
149
145
survival
151
146
Altair
146
147
rmarkdown
135
148
erwin Data Modeler
145
149
Vertica Analytics Platform
148
150
igraph
150
151
DBeaver
153
152
Dataiku
161
153
Apache Orc
154
154
httr
157
155
Pinterest Pinball
143
156
Spotify Luigi
155
157
KNIME
164
158
Gephi
162
159
Amazon Aurora
165
160
Hortonworks Data Platform (HDP)
156
161
Amazon Rekognition
159
162
tibble
173
163
Folium
160
164
statsmodels
169
165
lme4
152
166
Rcpp
167
167
Spark GraphX
166
168
ROCR
172
169
stringr
174
170
MALLET
171
171
ENCOG
175
172
CLiPS Pattern
176
173
gbm
163
174
nlme
177
175
OpenRefine
180
176
Chainer
178
177
Amazon Data Pipeline
170
178
Qlik Analytics Platform
168
179
Deeplearning4j
184
180
glmnet
181
181
Sybase IQ
183
182
Google Cloud DataProc
186
183
NetworkX
185
184
Amazon SimpleDB
187
185
purrr
179
186
ADAMS
182
187
scikit-image
190
188
Julia
99
189
Apache Giraph
189
190
ML.NET
196
191
PyBrain
191
192
Amazon Machine Learning
192
193
readr
193
194
Datawrapper
194
195
broom
198
196
Accord.NET
197
197
LightGBM
203
198
Apache TinkerPop
199
199
fastText
201
200
PyMC
202
201
Amazon Neptune
207
202
MTA Exam 98-364
206
203
randomForest
200
204
Periscope Data
211
205
Business Intelligence Markup Language (Biml)
205
206
ggvis
209
207
Gremlin
204
208
readxl
208
209
TextBlob
188
210
Numba
212
211
mgcv
226
212
NodeXL
215
213
Microsoft SQL Server Exam 70-433
210
214
CoreNLP
218
215
xml2
220
216
CatBoost
233
217
Microsoft SQL Server Exam 70-432
217
218
openxlsx
229
219
parallel
230
220
Shogun
223
221
JanusGraph
228
222
magrittr
195
223
ELKI
225
224
rCharts
227
225
Vocabulary
221
226
Google Cloud Pub Sub
214
227
lubridate
213
228
plumber
232
229
OpenText Magellan
235
230
xarray
237
231
polyglot
234
232
RMySQL
216
233
car
224
234
LinkedIn Azkaban
236
235
Qlik Core
238
236
Apache SINGA
241
237
haven
239
238
Panoply
243
239
jsonlite
240
240
Apache PredictionIo
231
241
multcomp
244
242
Segment
245
243
DVC
255
244
Redgate SQL Prompt
246
245
pydot
248
246
ELI5
258
247
StarSpace
252
248
pROC
250
249
Progress DataRPM
249
250
Stitch
251
251
feather
253
252
RSQLite
247
253
googlesheets
242
254
KQL
257
255
NetMiner
254
256
RPostgreSQL
222
257
OpenText Analytics
259
258
Datical
256
259
MLbase
261
260
Apache Gearpump
260
261
JavaML
268
262
Microsoft SQL Server Exam 70-465
219
263
PivotalR
265
264
Narrative Science Quill
263
265
Airbnb Zipline
271
266
BrightstarDB
266
267
bigrquery
269
268
webreadr
267
269
Airbnb Aerosolve
270
270
git2r
262
271
HPAT
272
272
Java Statistical Analysis Tool (JSAT)
264
273
Airbnb Bighead
273
274
Narrative Science Dynamic Narratives
274
1
Java
1
2
HTML
2
3
JavaScript
3
4
Python
4
5
C
5
6
C++
6
7
Android Development
7
8
Git
8
9
iOS Development
10
10
SQL
11
11
C#
12
12
CSS
9
13
PHP
13
14
MySQL
14
15
Spring
17
16
Node.js
16
17
Amazon Web Services (AWS)
15
18
REST
18
19
JSON
21
20
jQuery
20
21
.NET
19
22
Angular
22
23
React
23
24
Microsoft Visual Studio
25
25
Blockchain
24
26
Swift
26
27
Ruby
27
28
Bootstrap
28
29
Salesforce
29
30
Django
30
31
MongoDB
31
32
Laravel
32
33
ASP.NET
33
34
Selenium
34
35
Microsoft Azure
36
36
Express
35
37
Ruby on Rails
37
38
Vue.js
38
39
Hadoop
39
40
Maven
41
41
Objective-C
40
42
TypeScript
44
43
Jenkins
43
44
Scala
42
45
PostgreSQL
49
46
ASP.NET MVC
45
47
Magento
47
48
Entity Framework
48
49
Spring Boot
51
50
JavaServer Pages (JSP)
53
51
Arduino
52
52
Eclipse
50
53
CodeIgniter
55
54
React Native
46
55
Java EE
56
56
Perl
54
57
Elasticsearch
57
58
Xcode
58
59
OpenCV
59
60
.NET Core
61
61
JUnit
60
62
Ionic Framework
62
63
Google Cloud Platform
63
64
Vim
64
65
Flask
66
66
Drupal
67
67
Subversion (SVN)
65
68
Apache Kafka
72
69
Android Studio
69
70
JPA
71
71
Gradle
73
72
Webpack
74
73
Golang (Go)
68
74
Kotlin
76
75
UML
79
76
ServiceNow
70
77
Adobe Dreamweaver
75
78
Sass
81
79
Meteor.js
83
80
Unity3D
84
81
Play Framework
78
82
NPM
77
83
Rust
82
84
Ember.js
86
85
Apache Storm
80
86
Cordova
87
87
JavaServer Faces (JSF)
85
88
Apache Hive
89
89
Backbone.js
88
90
GraphQL
91
91
Composer
90
92
Dart
95
93
ABAP
92
94
PyGame
94
95
WPF
93
96
Oracle Cloud Platform
100
97
Apache Cassandra
101
98
XSLT
99
99
Groovy
103
100
Gulp
96
101
Adobe Muse
106
102
COBOL
97
103
Scratch
102
104
WebSphere
98
105
Apache Solr
104
106
ASP.NET Web API
105
107
Xamarin
107
108
Emacs
108
109
WebSockets
109
110
RabbitMQ
111
111
Presto
116
112
JavaFX
110
113
Google Maps API
115
114
Clojure
112
115
ASP.NET Core
114
116
Grunt
120
117
ASP.NET Core Razor
118
118
Inferno
113
119
Electron
117
120
Lua
123
121
Zurb Foundation
124
122
Apache Struts
125
123
Appium
119
124
Chrome Dev Tools
140
125
TOGAF
132
126
Symfony
127
127
Yii
130
128
Apache Ant
133
129
MapReduce
122
130
Erlang
135
131
Sitecore
131
132
Apache HBase
126
133
Jest
121
134
Apex
128
135
MariaDB
136
136
Flux
129
137
Apple MDM
137
138
Mercurial
134
139
Apache Nifi
139
140
F#
142
141
Apache Lucene
145
142
Haskell
148
143
MIT App Inventor
146
144
Apache Camel
141
145
Protractor
149
146
Jersey
138
147
CakePHP
147
148
Angular CLI
144
149
Force.com
143
150
Elixir
154
151
CoffeeScript
151
152
elm
163
153
Babel
152
154
RxJava
153
155
D
164
156
ASP.NET Core MVC
156
157
Cucumber
155
158
ColdFusion
158
159
IBM Bluemix
150
160
Sublime Text
157
161
Couchbase
160
162
Grails
161
163
Hopscotch
166
164
Intel Edison
159
165
RSpec
162
166
Blue Prism
165
167
Apache Pig
171
168
Sails.js
169
169
CouchDB
173
170
UiPath
167
171
Automation Anywhere
168
172
MEAN.JS
172
173
Markdown
174
174
Auto Layout
175
175
Mule ESB
182
176
AngularFire
176
177
Snap
170
178
Apache CXF
179
179
Sinatra
180
180
ASP.NET Identity
177
181
Mono
181
182
Microsoft Powerapps
184
183
Jekyll
185
184
Jinja
186
185
Emmet
183
186
ESLint
178
187
TeamCity
187
188
Windows Workflow Foundation
190
189
Octopus Deploy
188
190
Capistrano
192
191
Apache Flink
193
192
hapi
189
193
Fiddler
191
194
Bower
196
195
JAX-WS
197
196
ASP.NET WebForms
200
197
Ada
202
198
COM
199
199
ActionScript
198
200
Firebug
203
201
Appcelerator
195
202
Sphinx
201
203
MSBuild
204
204
Phoenix
206
205
Jetbrains Resharper
237
206
Capybara
194
207
Require.js
205
208
NopCommerce
207
209
Leap Motion
208
210
Prototype.js
210
211
.NET Reflector
209
212
MSTest
211
213
MobX
217
214
Apache Ranger
214
215
WebStorm
212
216
Impala
215
217
xUnit.net
216
218
Firefox Developer Edition
218
219
Gin
220
220
CocoaPods
219
221
iBeacon
221
222
FitNesse
233
223
Telerik Platform
222
224
Yeoman
223
225
ASMX
224
226
Web Audio API
225
227
JavaScript API for Office
247
228
Mapbox GL JS
227
229
Apache Accumulo
229
230
Haml
213
231
iAd
228
232
Microsoft Flow
231
233
Koa
230
234
Direct2D
232
235
Microsoft WebMatrix
236
236
TextMate
235
237
Akka.NET
238
238
Raphael.js
239
239
EPPlus
241
240
Microsoft Coded UI
240
241
JD Edwards EnterpriseOne
226
242
Pylint
246
243
Crystal
248
244
Framer.js
243
245
Sketch
242
246
Drush
245
247
Falcor
244
248
Catch
234
249
Svelte
255
250
CIL
250
251
OWIN
252
252
Brunch
251
253
Microsoft Test Manager
253
254
Windows Performance Toolkit
249
255
MEF
254
256
IE Developer Tools
260
257
XCTest
256
258
(Concurrent) Cascading
261
259
Nette
259
260
Aspose.Words
258
261
Sencha Touch
268
262
Cinder
263
263
Gorilla Toolkit
262
264
ClickOnce
264
265
Microsoft Visual Studio for Mac
265
266
Wallaby.js
266
267
Serilog
271
268
IntelliTrace
269
269
JetBrains Rider
272
270
3D Touch
267
271
AutoFixture
274
272
Xamarin Studio
270
273
Microsoft Visual Studio LightSwitch
273
274
PostSharp
276
275
MonoTouch
281
276
Katana
277
277
Apache Knox Gateway
278
278
JsRender
275
279
BreezeJS
282
280
WebPageTest
280
281
DevExpress CodeRush
279
282
JCache
283
283
Wijmo
285
284
Beego
291
285
Glimpse
284
286
IronRuby
286
287
NDepend
287
288
Log Parser
288
289
EventMachine
289
290
Microsoft Edge Developer Tools
257
291
Assisticant
314
292
MacRuby
292
293
MSpec
293
294
TestStack
294
295
Rhino Mocks
290
296
tSQLt
295
297
Topshelf
296
298
Microsoft Fakes
299
299
Scalding
297
300
FakeItEasy
301
301
JustMock
300
302
Broccoli
298
303
nock
302
304
NCrunch
303
305
io.js
305
306
Telerik AppBuilder
306
307
JetBrains dotTrace
304
308
Raygun
308
309
psake
307
310
Hot Towel SPA
311
311
Telerik WebUITest Studio
309
312
JNBridgePro
310
313
Fixie
312
314
Microsoft Managed Services Engine
313
1
Linux
1
2
HTTP
2
3
Ubuntu
3
4
macOS
4
5
Docker
5
6
Bash
8
7
HTTPS
6
8
Microsoft Windows
7
9
Microsoft SharePoint
9
10
Amazon S3
11
11
DNS
10
12
PowerShell
12
13
Amazon EC2
13
14
Joomla
14
15
Microsoft Active Directory
15
16
Microsoft IIS
16
17
Microsoft Office 365
18
18
Kubernetes
19
19
DHCP
17
20
ITIL
20
21
Apache HTTP Server
24
22
TCP IP
21
23
Nginx
22
24
AWS Lambda
23
25
SDN
25
26
Microsoft Windows Server
26
27
G Suite
28
28
Chef
27
29
Ansible
29
30
CentOS
31
31
Microsoft Skype for Business
30
32
SSH
32
33
VMware vSphere
33
34
OpenStack
34
35
Splunk
37
36
WireShark
35
37
Red Hat Enterprise Linux
36
38
Microsoft Hyper-V
38
39
System Center Configuration Manager
43
40
AWS Certified Solutions Architect
41
41
awk
39
42
Puppet
40
43
Cisco Unified Computing System (UCS)
42
44
AWS Management Console
44
45
UDP
45
46
Microsoft Exchange Server
46
47
ITSM
49
48
Amazon VPC
48
49
NetApp
55
50
Azure Active Directory
50
51
Telnet
51
52
CLI
53
53
AWS CloudFormation
54
54
CompTIA A+
52
55
PRINCE2
57
56
AWS API Gateway
59
57
Microsoft Exchange Online
56
58
Cloud Foundry
58
59
Jabber
65
60
OSI Model
61
61
VMware vCenter
62
62
EMC
60
63
CCNA Routing and Switching
68
64
Amazon SQS
63
65
VMware Workstation
66
66
HashiCorp Terraform
69
67
NuGet
67
68
CCNA Security
73
69
AWS Elastic Beanstalk
78
70
VDI
102
71
Twilio
64
72
CompTIA Network+
70
73
Mesos
74
74
Cisco IOS
76
75
Adobe Experience Manager (AEM)
75
76
Microsoft SharePoint Online
77
77
Memcached
79
78
Amazon CloudWatch
81
79
System Center Operations Manager
80
80
VMware ESX
82
81
Azure Resource Manager
86
82
Remote Desktop Services
91
83
WPA2
85
84
Z-OS
89
85
Cisco QoS
84
86
Azure Functions
98
87
CCENT
87
88
Fortinet FortiGate
83
89
LPI
90
90
Microsoft Intune
92
91
Veeam
95
92
Citrix XenApp XenDesktop
93
93
Docker Swarm
94
94
Exam 70-533
71
95
SELinux
96
96
Azure Virtual Machines
72
97
Azure Storage
100
98
Azure Service Bus
97
99
VMware vRealize
107
100
Exam 70-410
88
101
Salt
99
102
VMware Horizon
105
103
Citrix NetScaler
101
104
VMware vCloud
106
105
Azure Cognitive Services
104
106
Microsoft SharePoint Server
110
107
Aruba Networks
109
108
Apple Certified Technical Coordinator
112
109
Microsoft Lync
111
110
Microsoft Office Online
47
111
Azure Logic Apps
113
112
Azure App Service
108
113
CCNP Security
103
114
VMware AirWatch
115
115
SysInternals
114
116
Exam 70-680
127
117
VMware NSX
120
118
Citrix XenServer
116
119
Microsoft Operations Management Suite
119
120
Azure Mobile App Service
118
121
VMware Fusion
122
122
CCDA
121
123
Microsoft Azure Backup and Recovery
128
124
Craft
129
125
Commvault
123
126
System Center Virtual Machine Manager
124
127
JCL
131
128
Visual Studio Team Services (VSTS)
125
129
HashiCorp Consul
130
130
Cisco ACI
132
131
Exam 70-347
137
132
AWS Certified DevOps Engineer
141
133
AWS Identity and Access Management (IAM)
133
134
CompTIA Cloud+
138
135
Microsoft Deployment Toolkit
134
136
HashiCorp Packer
143
137
Microsoft Desired State Configuration (DSC)
142
138
Exam 70-640
166
139
PowerCLI
140
140
Chocolatey
144
141
System Center Data Protection Manager
145
142
AWS Config
117
143
Exam 70-411
146
144
CompTIA Linux+
148
145
CCNP Routing and Switching
153
146
Cisco 300-070 CIPTV1
135
147
CoreOS
136
148
XMPP
149
149
AWS Certified SysOps Administrator
139
150
Windows Server AppFabric
152
151
VMware vRealize Automation
150
152
VMware View
147
153
AWS CloudTrail
151
154
Azure Automation DSC
154
155
Azure Automation
155
156
VMware Site Recovery Manager
158
157
Exam 70-740
162
158
System Center Service Manager
157
159
Exam 70-646
165
160
Cisco 200-355 WIFUND
161
161
CCNA Voice
160
162
Azure Security Center
164
163
Microsoft Orca
168
164
CCIE Security
159
165
Exam 70-642
163
166
Exam 70-532
167
167
Microsoft SQL Server Exam 70-462
179
168
EMC Unity
171
169
Exam 70-270
172
170
Telerik Sitefinity
169
171
CIM and WMI
170
172
CuCme
126
173
DRBD
173
174
Cisco Certified Design Professional (CCDP)
175
175
Exam 70-643
195
176
CCNA Wireless
177
177
ExpressionEngine
174
178
Azure Search
181
179
Microsoft Nano Server
176
180
Windows Deployment Services (WDS)
180
181
Exam 70-697
183
182
VMware Certified Associate
178
183
CompTIA Server+
185
184
CCIE Routing and Switching
182
185
Exam 70-687
188
186
Exam 70-412
184
187
Microsoft Identity Manager
187
188
Pester
190
189
Citrix CCA-V
186
190
LFCS
189
191
CICD 210-060
191
192
Phusion Passenger
192
193
Juniper Networks Certified Associate - Junos (JNCIA-Junos)
193
194
UCMA
212
195
Exam 70-341
196
196
Cisco Nexus 1000V
198
197
AWS Certificate Manager
194
198
LPIC-2
200
199
LPIC-3
199
200
EMC VPLEX
202
201
Exam 70-688
197
202
Exam 70-534
201
203
CCNA Data Center
203
204
Exam 70-346
205
205
Windows Server Virtualization
156
206
Exam 70-667
206
207
JNCIS-ENT
204
208
Microsoft Forefront Threat Management Gateway
209
209
Exam 70-413
210
210
Citrix XenMobile
207
211
CompTIA Mobility+
211