Stack Exchange — devops.stackexchange.com

A Stack Exchange (devops.stackexchange.com) dataset of 4,196 users, 5,632 answer-collaboration edges, 5,688 questions, 7,309 answers, collected by Stack Exchange, Inc. via the annual Stack Exchange Data Dump. Each record contains user nodes (reputation, badge counts, vote history), directed weighted edges (answerer→asker, weight=answer score, count=interactions, accepted=bool), post text, tag distribution. User collaboration network from devops.stackexchange.com — directed weighted graph where edges represent knowledge-sharing relationships (A answered B's question), with edge weight reflecting answer quality. Enables prestige hierarchy, community detection, and expertise flow analysis.. Suitable for expertise network analysis, reputation systems, community detection, knowledge flow, PageRank-based authority ranking, Q&A platform dynamics..

#Devops#Expertise network#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 4,196 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

4.2K
Nodes
5.6K
Edges
3.20e-04
Density
286
Components
-0.08446
Assortativity
1.2%
Reciprocity
2.7K
Bridges
Most central nodes
2100.03099
7070.02265
3970.01335
30.01287
400.01049
60.01001
7360.01001
24940.00858
460.00644
189650.00596
Content metrics

12,997 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 2.702 ± 5.879
min -7max 145
view countμ 1.1K ± 6.5K
min 0max 273.2K
answer countavg 0.56 / 9
0std 0.919
comment countμ 0.871 ± 1.671
min 0max 19
9.8
Flesch–Kincaid grade
US school grade level
11.1
Automated readability index
Frequent terms
quotdockeruserunbuildlikefilecontainerjenkinsimageneedserverservicerunningcodewayawswantpipelineansibleversionerrorcreatedatanewkubernetestimecommanddevopsusersetappexampleenvironmenthosttestworkquestionsystemgitnodedonetcdeployapplicationfilesjobdeploymentconfigurationanswer
Topic clusters

Topic 0

pod
cluster
kubernetes
kube
kubectl
node
ingress
kubernete

Topic 1

ansible
playbook
task
host
file
quot
role
localhost

Topic 2

jenkins
pipeline
job
build
jenkin
plugin
stage
run

Topic 3

devops
team
software
work
development
continuous
process
engineer

Topic 4

branch
git
merge
release
repository
feature
commit
artifact

Topic 5

terraform
resource
module
state
provider
error
create
file

Topic 6

image
docker
run
build
container
apt
dockerfile
copy

Topic 7

aws
instance
lambda
cloudwatch
spot
price
amazon
queue

Topic 8

azure
devops
pipeline
build
task
release
project
file

Topic 9

gitlab
runner
docker
build
job
run
image
stage

Topic 10

docker
container
network
mysql
compose
host
run
port

Topic 11

role
iam
policy
account
bucket
aws
user
permission
Show all 13 topics

Topic 12

vault
secret
key
encrypt
aws
command
hashicorp
store
Top hashtags
#265
#160
#051
#1137
#2327
#327
#vso24
#issuecomment19
#417
#failure15
#success15
#create14
#install12
#1011
#this11
#510
#810
#129
#99
#config9

Computed over the full corpus.

Record

Catalog key
stackexchange-devops-stackexchange-com
Authors
Stack Exchange, Inc.
Year
2025
Source paper
Stack Exchange Data Dump
License
CC BY-SA 2.5 / 3.0 / 4.0 (by post date) (CC-BY-SA-2.5 AND CC-BY-SA-3.0 AND CC-BY-SA-4.0)
Records
30,861
Nodes
4,196
Edges
5,632 (directed)
Nodes are
user (Stack Exchange account)
Edges are
answer collaboration (A answered B's question)
Attributes
nodes have attributes; edges have attributes
Text corpus
question titles, post bodies, comment text, tag names
Languages
en
Collected
2017/2024 (2010s, 2020s)
Tasks
From the graph: link prediction, community detection
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://archive.org/download/stackexchange link checked
Hosted copy
Mirrored on echo.directory on 2026-10-09, 16.0 MB across 1 files. Checksums in MANIFEST.json.

How to cite

BibTeX

@misc{echo2026,
  title  = {ECHO: Exploratory Compendium of Humanity Online},
  author = {Switzer, Braden and Zafarani, Reza},
  year   = {2026},
  url    = {https://echo.directory},
  note   = {Syracuse University}
}

@misc{stackexchange_2025,
  title     = {Stack Exchange Data Dump},
  author    = {{Stack Exchange, Inc.}},
  year      = {2025},
  publisher = {Internet Archive},
  url       = {https://archive.org/download/stackexchange}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Stack Exchange, Inc. (2025). Stack Exchange — devops.stackexchange.com [Data set]. https://stackexchange-devops-stackexchange-com.echo.directory/

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Stack Exchange, Inc. Stack Exchange — devops.stackexchange.com. 2025, stackexchange-devops-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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