Conclusion tech stack

Conclusion builds mostly with Python, Java, PowerShell, TypeScript. Its stack also includes Azure, Kubernetes, Angular, Vue.js. Azure is named in 27 of the 51 job postings Conclusion published in the last 12 months (53%). Counted by Alion from the job postings of Conclusion, updated Sep 28, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 28, 2026
Technologies in use
134
Postings analysed
51
Open now
48
Modernity
72 /100
New in 6 months
8

What programming languages does Conclusion use?

Python is named in 24% of job postings at Conclusion, followed by Java (18%), PowerShell (14%), TypeScript (14%).

Python 12 24% required in 83% · 11 open now · since Apr 2025
Java 9 18% required in 44% · 9 open now · since Jan 2026
PowerShell 7 14% required in 71% · 7 open now · since Apr 2025
TypeScript 7 14% required in 43% · 7 open now · since Jul 2024
JavaScript 6 12% required in 83% · 6 open now · since Jul 2024
SQL 5 10% required in 80% · 5 open now · since Jul 2024
Bash 5 10% required in 60% · 5 open now · since May 2026
Apex 5 10% optional · 5 open now · since Nov 2025
Show all (14)
ABAP4
C#2
PHP2
Groovy1
Node JS1
Scala1

What frameworks and libraries does Conclusion use?

Angular is named in 8% of job postings at Conclusion, followed by Vue.js (8%), Apache Camel (4%), Hibernate (4%).

Angular 4 8% required in 100% · 4 open now · since Jul 2024
Vue.js 4 8% required in 100% · 4 open now · since Jul 2024
Apache Camel 2 4% required in 100% · 2 open now · since Feb 2026
Hibernate 2 4% required in 100% · 2 open now · since Jan 2026
Quarkus 2 4% required in 100% · 2 open now · since Jan 2026
Cypress 2 4% required in 50% · 2 open now · since Jul 2026
Playwright 2 4% required in 50% · 2 open now · since Apr 2026
ASP.NET Core 1 2% required in 100% · 1 open now · since Jul 2026
Show all (20)
AutoGen1
Entity Framework Core1
LangChain1
LangGraph1
OpenTelemetry1
PoC Library1
React.js1
Spring Boot1
JUnit1
Rest-Assured1
Selenium1
TestNG1

What databases does Conclusion use?

PostgreSQL is named in 6% of job postings at Conclusion, followed by Azure SQL Database (2%), Db2 (2%), MS SQL (2%).

PostgreSQL 3 6% required in 100% · 3 open now · since Jan 2026
Azure SQL Database 1 2% required in 100% · since Aug 2026
Db2 1 2% required in 100% · 1 open now · since Aug 2026
MS SQL 1 2% required in 100% · 1 open now · since Jul 2026
Snowflake 1 2% required in 100% · 1 open now · since Jul 2024

What cloud and platforms does Conclusion use?

Azure is named in 53% of job postings at Conclusion, followed by Kubernetes (33%), Azure DevOps (22%), OpenShift (20%).

Azure 27 53% required in 74% · 25 open now · since Jul 2024
Kubernetes 17 33% required in 88% · 17 open now · since Jul 2024
Azure DevOps 11 22% required in 82% · 11 open now · since Feb 2026
OpenShift 10 20% required in 90% · 10 open now · since Mar 2025
Linux 6 12% required in 100% · 6 open now · since Feb 2026
AWS 5 10% required in 80% · 5 open now · since Mar 2025
Dynatrace 4 8% required in 100% · 4 open now · since Apr 2025
MuleSoft 4 8% required in 100% · 4 open now · since Feb 2026
Show all (42)
Red Hat4
Azure AKS3
Microsoft Entra ID3
SAP BTP3
Windows3
Grafana3
Apache Kafka2
GitHub2
GitLab2
Istio2
OpenAI2
Power BI2
Splunk2
VMWare2
Postman2
GitLab CI2
.NET1
Active Directory1
ActiveMQ1
Akamai1
Amazon EKS1
BrowserStack1
CentOS Stream1
Copilot Studio1
Databricks1
Datadog1
Figma1
GitHub Actions1
Linkerd1
Microsoft Defender1
Microsoft Fabric1
SonarQube1

And 2 more, each named in fewer postings.

What developer tools does Conclusion use?

Terraform is named in 16% of job postings at Conclusion, followed by Rest API (16%), Copilot (14%), Ansible (14%).

Terraform 8 16% required in 75% · 8 open now · since Jul 2024
Rest API 8 16% required in 63% · 7 open now · since Jan 2026
Copilot 7 14% required in 100% · 6 open now · since Apr 2025
Ansible 7 14% required in 71% · 7 open now · since Mar 2025
Docker 7 14% required in 57% · 7 open now · since Jul 2024
Jenkins 7 14% required in 57% · 7 open now · since Feb 2026
Git 6 12% required in 67% · 6 open now · since Aug 2026
Claude Code 5 10% required in 100% · 5 open now · since Apr 2025
Show all (37)
Cursor5
ArgoCD5
Helm4
Nagios3
Maven3
Prometheus3
Apache NiFi2
Bicep2
FortiGate2
HashiCorp Vault2
Keycloak2
Zabbix2
Apache Tomcat1
Azure Data Factory1
Backstage1
Copado1
Crossplane1
Drupal1
GraphQL1
HAProxy1
Informatica1
Kyverno1
Semantic Kernel1
Storybook1
Tekton1
Vault1
Velero1
Wireshark1
SoapUI1

What AI and ML technologies does Conclusion use?

LLM is named in 4% of job postings at Conclusion.

LLM 2 4% required in 100% · 2 open now · since Aug 2026

Which engineering practices does Conclusion ask for?

CI/CD is named in 31% of job postings at Conclusion, followed by GitOps (10%), AI Agents (6%), RAG (6%).

CI/CD 16 31% required in 100% · 15 open now · since Jul 2024
GitOps 5 10% required in 100% · 5 open now · since Sep 2026
AI Agents 3 6% required in 100% · 2 open now · since Aug 2026
RAG 3 6% required in 100% · 2 open now · since Aug 2026
Prompt Engineering 2 4% required in 100% · 2 open now · since Aug 2026
Service Mesh 2 4% required in 100% · 2 open now · since Sep 2026
Agentic Workflows 1 2% required in 100% · 1 open now · since Aug 2026
BGP 1 2% required in 100% · 1 open now · since Jul 2026
Show all (15)
Context Engineering1
DNS1
Data Vault1
ETL/ELT1
Platform Engineering1
SLI/SLO/SLA1
VLAN1

What does each Conclusion team work with?

The technologies each team's postings require most often, with the number of postings that require them.

DevOps

13 postings
Azure8
Kubernetes8
OpenShift7
Linux5
PowerShell5
Terraform5

Enterprise Apps

9 postings
MuleSoft4
Java3
Python3
SAP BTP3
Apache Camel2
Apache Kafka2

Backend

6 postings
Angular4
Azure4
Docker4
Kubernetes4
JavaScript3
Rest API3

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How much does Conclusion pay by technology?

Median stated pay of the postings that name each technology, against the median of all Conclusion postings with stated pay: $90k across 49 postings.

TechnologyPostings with payMedianvs company median
Azure26$90k0%
Kubernetes16$90k0%
Python11$90k0%
OpenShift10$96k+8%
Azure DevOps10$83k−8%
Java8$93k+4%
PowerShell7$90k0%
TypeScript7$90k0%
Linux6$88k−1%
JavaScript6$86k−4%

How is the Conclusion stack changing?

Read from the dates of the postings themselves: a technology is new when the first posting that names it appeared in the last six months, rising or falling when its share of postings moved between the last two quarters.

First appeared
HashiCorp VaultSep 2026
GitOpsSep 2026
IstioSep 2026
Service MeshSep 2026
Azure AKSSep 2026
GitLab CISep 2026
GitAug 2026
HelmAug 2026
Not named for 6 months
ApexFeb 2026
MuleSoftFeb 2026
NagiosFeb 2026
Apache CamelFeb 2026
Apache KafkaFeb 2026
Apache NiFiFeb 2026
KeycloakJan 2026
QuarkusJan 2026

How modern is the Conclusion stack?

Modern AI adopter 72/100

Conclusion scores 72 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.

How common is the Conclusion stack in its industry?

Share of the 2,082 companies in the same industries, whose stack Alion knows, that use each technology.

Azure46%
Kubernetes43%
Python55%
Azure DevOps22%
OpenShift11%
Java40%
PowerShell20%
TypeScript43%
JavaScript55%
Linux36%

What sets Conclusion apart

SAP BTP4%

Questions about the Conclusion tech stack

What programming languages does Conclusion use?

The languages named in Conclusion job postings are Python (24%), Java (18%), PowerShell (14%), TypeScript (14%), JavaScript (12%), as a share of the 51 postings of the last 12 months.

Does Conclusion use Angular?

Yes. Angular is named in 4 of 51 job postings (8%) and required in 4 of them.

What cloud and platforms does Conclusion use?

The cloud and platforms named in Conclusion job postings are Azure (27), Kubernetes (17), Azure DevOps (11) (postings in brackets).

What skills do you need for a DevOps job at Conclusion?

DevOps postings at Conclusion most often require Azure (8), Kubernetes (8), OpenShift (7), Linux (5), out of 13 postings in the last 12 months.

Is the Conclusion tech stack changing?

Yes. HashiCorp Vault, GitOps, Istio, Service Mesh first appeared in Conclusion job postings in the last six months.

How modern is the Conclusion tech stack?

Conclusion scores 72 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.

How does Alion know the Conclusion tech stack?

Alion reads every job posting Conclusion publishes and tags the technologies each one names. The figures on this page count the 51 postings of the last 12 months and were updated on Sep 28, 2026.

Method and citation

Alion reads every job posting the company publishes and tags the technologies each one names. Shares count the postings of the last 12 months, open and closed; the company's own products are counted apart. How we count

Alion, "Conclusion tech stack: 134 technologies from 51 job postings", as of Sep 28, 2026. https://alion.io/company/conclusion/technologies

Licence: CC BY-SA 4.0JSON