Actualize tech stack

Actualize builds mostly with Python, SQL, JavaScript, C#. Its stack also includes Azure, Azure DevOps, Snowflake, MS SQL. Azure is named in 4 of the 6 job postings Actualize published in the last 12 months (67%). Counted by Alion from the job postings of Actualize, updated Oct 22, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 22, 2026
Technologies in use
53
Postings analysed
6
Open now
5
Modernity
84 /100
New in 6 months
8

What programming languages does Actualize use?

Python is named in 50% of job postings at Actualize, followed by SQL (50%), JavaScript (33%), C# (17%).

Python 3 50% required in 100% · 2 open now · since Aug 2026
SQL 3 50% required in 100% · 2 open now · since Aug 2026
JavaScript 2 33% required in 50% · 2 open now · since Oct 2026
C# 1 17% required in 100% · 1 open now · since Oct 2026
TypeScript 1 17% required in 100% · 1 open now · since Oct 2026
Apex 1 17% optional · 1 open now · since Aug 2026

What frameworks and libraries does Actualize use?

ASP.NET Core is named in 17% of job postings at Actualize, followed by Next.js (17%), React.js (17%), Selenium (17%).

ASP.NET Core 1 17% required in 100% · 1 open now · since Oct 2026
Next.js 1 17% required in 100% · 1 open now · since Oct 2026
React.js 1 17% optional · 1 open now · since Oct 2026
Selenium 1 17% optional · 1 open now · since Aug 2026

What databases does Actualize use?

Snowflake is named in 33% of job postings at Actualize, followed by MS SQL (17%), PostgreSQL (17%).

Snowflake 2 33% required in 100% · 1 open now · since Aug 2026
MS SQL 1 17% required in 100% · since Aug 2026
PostgreSQL 1 17% required in 100% · since Aug 2026

What cloud and platforms does Actualize use?

Azure is named in 67% of job postings at Actualize, followed by Azure DevOps (33%), AWS (17%), Airflow (17%).

Azure 4 67% required in 75% · 3 open now · since Jan 2026
Azure DevOps 2 33% required in 100% · 2 open now · since Jan 2026
AWS 1 17% required in 100% · since Aug 2026
Airflow 1 17% required in 100% · since Aug 2026
Copilot Studio 1 17% required in 100% · 1 open now · since Oct 2026
GitHub Actions 1 17% required in 100% · 1 open now · since Oct 2026
Power BI 1 17% required in 100% · 1 open now · since Oct 2026
Apache Kafka 1 17% optional · since Aug 2026
Show all (13)
GitHub1
OpenAI1
Postman1
Spark1
Windows1

What developer tools does Actualize use?

Git is named in 50% of job postings at Actualize, followed by Docker (17%), Fivetran (17%), Matter (17%).

Git 3 50% required in 67% · 2 open now · since Aug 2026
Docker 1 17% required in 100% · 1 open now · since Oct 2026
Fivetran 1 17% required in 100% · 1 open now · since Oct 2026
Matter 1 17% required in 100% · 1 open now · since Jan 2026
Model Context Protocol 1 17% required in 100% · 1 open now · since Oct 2026
dbt 1 17% required in 100% · 1 open now · since Oct 2026
pySpark 1 17% required in 100% · since Aug 2026
Claude Code 1 17% optional · 1 open now · since Oct 2026
Show all (12)
Copado1
Rest API1
Semantic Kernel1
pnpm1

What AI and ML technologies does Actualize use?

Claude is named in 17% of job postings at Actualize, followed by LLM (17%).

Claude 1 17% required in 100% · since Aug 2026
LLM 1 17% optional · 1 open now · since Oct 2026

Which engineering practices does Actualize ask for?

CI/CD is named in 50% of job postings at Actualize, followed by AI Agents (33%), ETL/ELT (33%), Gitflow (17%).

CI/CD 3 50% required in 33% · 2 open now · since Aug 2026
AI Agents 2 33% required in 100% · 1 open now · since Aug 2026
ETL/ELT 2 33% required in 100% · 1 open now · since Aug 2026
Gitflow 1 17% required in 100% · since Aug 2026
Platform Engineering 1 17% required in 100% · 1 open now · since Oct 2026
RAG 1 17% required in 100% · 1 open now · since Oct 2026
Agentic Workflows 1 17% optional · 1 open now · since Oct 2026
Embeddings 1 17% optional · 1 open now · since Oct 2026
Show all (13)
Function Calling1
Hybrid Search1
Master Data Management1
Prompt Engineering1
Structured Outputs1

How does your stack fit Actualize?

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How is the Actualize 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
JavaScriptOct 2026
PythonAug 2026
SQLAug 2026
GitAug 2026
CI/CDAug 2026
AI AgentsAug 2026
ETL/ELTAug 2026
SnowflakeAug 2026

How modern is the Actualize stack?

Cutting-edge AI adopter 84/100

Actualize scores 84 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 2; legacy ones: 0.

How common is the Actualize stack in its industry?

Share of the 5,124 companies in the same industries, whose stack Alion knows, that use each technology.

Azure52%
Python55%
SQL55%
Azure DevOps23%
JavaScript50%
Snowflake15%
ASP.NET Core12%
AWS47%
Airflow9%
Apache Kafka25%

Questions about the Actualize tech stack

What programming languages does Actualize use?

The languages named in Actualize job postings are Python (50%), SQL (50%), JavaScript (33%), C# (17%), TypeScript (17%), as a share of the 6 postings of the last 12 months.

Does Actualize use Azure?

Yes. Azure is named in 4 of 6 job postings (67%) and required in 3 of them.

What cloud and platforms does Actualize use?

The cloud and platforms named in Actualize job postings are Azure (4), Azure DevOps (2), AWS (1) (postings in brackets).

Is the Actualize tech stack changing?

Yes. JavaScript, Python, SQL, Git first appeared in Actualize job postings in the last six months.

How modern is the Actualize tech stack?

Actualize scores 84 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 2; legacy ones: 0.

How does Alion know the Actualize tech stack?

Alion reads every job posting Actualize publishes and tags the technologies each one names. The figures on this page count the 6 postings of the last 12 months and were updated on Oct 22, 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, "Actualize tech stack: 53 technologies from 6 job postings", as of Oct 22, 2026. https://alion.io/company/actualize-3/technologies

Licence: CC BY-SA 4.0JSON