ANOVA tech stack

ANOVA builds mostly with Python, SQL, C++, Embedded C. Its stack also includes Databricks, Azure, Delta Lake, PostgreSQL. LLM is named in 4 of the 9 job postings ANOVA published in the last 12 months (44%). Counted by Alion from the job postings of ANOVA, updated Oct 3, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 3, 2026
Technologies in use
45
Postings analysed
9
Open now
8
Modernity
78 /100

What programming languages does ANOVA use?

Python is named in 22% of job postings at ANOVA, followed by SQL (22%), C++ (11%), Embedded C (11%).

Python 2 22% required in 100% · 2 open now · since Aug 2026
SQL 2 22% required in 100% · 1 open now · since Aug 2026
C++ 1 11% required in 100% · 1 open now · since Sep 2026
Embedded C 1 11% required in 100% · 1 open now · since Sep 2026
C 1 11% optional · 1 open now · since Sep 2026

What frameworks and libraries does ANOVA use?

LightGBM is named in 11% of job postings at ANOVA, followed by PyTorch (11%), Scikit-learn (11%), XGBoost (11%).

LightGBM 1 11% required in 100% · 1 open now · since Sep 2026
PyTorch 1 11% required in 100% · 1 open now · since Sep 2026
Scikit-learn 1 11% required in 100% · 1 open now · since Sep 2026
XGBoost 1 11% required in 100% · 1 open now · since Sep 2026
AutoGen 1 11% optional · 1 open now · since Aug 2026
CrewAI 1 11% optional · 1 open now · since Aug 2026
LangChain 1 11% optional · 1 open now · since Aug 2026
LangGraph 1 11% optional · 1 open now · since Aug 2026

What databases does ANOVA use?

Delta Lake is named in 11% of job postings at ANOVA, followed by PostgreSQL (11%), Snowflake (11%).

Delta Lake 1 11% required in 100% · since Aug 2026
PostgreSQL 1 11% required in 100% · 1 open now · since Aug 2026
Snowflake 1 11% required in 100% · 1 open now · since Aug 2026

What cloud and platforms does ANOVA use?

Databricks is named in 33% of job postings at ANOVA, followed by Azure (33%), Spark (22%), MLFlow (11%).

Databricks 3 33% required in 67% · 2 open now · since Aug 2026
Azure 3 33% optional · 2 open now · since Aug 2026
Spark 2 22% optional · 2 open now · since Aug 2026
MLFlow 1 11% required in 100% · 1 open now · since Sep 2026
Apache Kafka 1 11% optional · 1 open now · since Aug 2026
RabbitMQ 1 11% optional · 1 open now · since Aug 2026
Replit 1 11% optional · 1 open now · since Sep 2026

What developer tools does ANOVA use?

Claude Code is named in 33% of job postings at ANOVA, followed by Copilot (33%), Cursor (33%), pySpark (22%).

Claude Code 3 33% required in 100% · 2 open now · since Aug 2026
Copilot 3 33% required in 100% · 2 open now · since Aug 2026
Cursor 3 33% required in 100% · 2 open now · since Aug 2026
pySpark 2 22% required in 50% · 2 open now · since Aug 2026
Model Context Protocol 2 22% optional · 2 open now · since Aug 2026
Microsoft Excel 1 11% required in 100% · 1 open now · since Sep 2026
A2A 1 11% optional · 1 open now · since Aug 2026
Adobe Photoshop 1 11% optional · 1 open now · since Oct 2026
Show all (11)
Azure Data Factory1
Lovable1
Terraform1

What AI and ML technologies does ANOVA use?

LLM is named in 44% of job postings at ANOVA.

LLM 4 44% required in 100% · 4 open now · since Sep 2026

Which engineering practices does ANOVA ask for?

AI Agents is named in 44% of job postings at ANOVA, followed by Anomaly Detection (33%), CI/CD (33%), Human-in-the-Loop (33%).

AI Agents 4 44% required in 100% · 3 open now · since Aug 2026
Anomaly Detection 3 33% required in 100% · 3 open now · since Aug 2026
CI/CD 3 33% required in 100% · 2 open now · since Aug 2026
Human-in-the-Loop 3 33% required in 100% · 3 open now · since Aug 2026
LLM Guardrails 3 33% required in 100% · 3 open now · since Aug 2026
Agentic Workflows 3 33% required in 33% · 3 open now · since Aug 2026
Machine Learning 2 22% required in 100% · 1 open now · since Aug 2026
Time Series Forecasting 2 22% required in 100% · 2 open now · since Aug 2026
Show all (10)
ETL/ELT1
Master Data Management1

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How modern is the ANOVA stack?

Cutting-edge AI adopter 78/100

ANOVA scores 78 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: 1; legacy ones: 0.

How common is the ANOVA stack in its industry?

Share of the 155 companies in the same industries, whose stack Alion knows, that use each technology.

LLM16%
Azure30%
Databricks6%
Python56%
SQL35%
Spark8%
Apache Kafka14%
AutoGen3%
C11%
C++31%

Questions about the ANOVA tech stack

What programming languages does ANOVA use?

The languages named in ANOVA job postings are Python (22%), SQL (22%), C++ (11%), Embedded C (11%), C (11%), as a share of the 9 postings of the last 12 months.

Does ANOVA use Databricks?

Yes. Databricks is named in 3 of 9 job postings (33%) and required in 2 of them.

What cloud and platforms does ANOVA use?

The cloud and platforms named in ANOVA job postings are Databricks (3), Azure (3), Spark (2) (postings in brackets).

Is the ANOVA tech stack changing?

No new technology has appeared in ANOVA job postings in the last six months.

How modern is the ANOVA tech stack?

ANOVA scores 78 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: 1; legacy ones: 0.

How does Alion know the ANOVA tech stack?

Alion reads every job posting ANOVA publishes and tags the technologies each one names. The figures on this page count the 9 postings of the last 12 months and were updated on Oct 3, 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, "ANOVA tech stack: 45 technologies from 9 job postings", as of Oct 3, 2026. https://alion.io/company/anova/technologies

Licence: CC BY-SA 4.0JSON