Instrumentl tech stack

Instrumentl builds mostly with SQL, Python, Ruby, D. Its stack also includes AWS, GCP, Ruby on Rails, Amazon Redshift. SQL is named in 3 of the 8 job postings Instrumentl published in the last 12 months (38%). Counted by Alion from the job postings of Instrumentl, updated Sep 30, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 30, 2026
Technologies in use
43
Postings analysed
8
Open now
5
Modernity
78 /100

What programming languages does Instrumentl use?

SQL is named in 38% of job postings at Instrumentl, followed by Python (38%), Ruby (38%), D (13%).

SQL 3 38% required in 100% · 2 open now · since Apr 2026
Python 3 38% required in 67% · 1 open now · since Feb 2026
Ruby 3 38% optional · 1 open now · since Feb 2026
D 1 13% optional · 1 open now · since Jul 2026
JavaScript 1 13% optional · since Feb 2026
TypeScript 1 13% optional · 1 open now · since Jun 2026

What frameworks and libraries does Instrumentl use?

Ruby on Rails is named in 25% of job postings at Instrumentl, followed by Celery (13%), FastAPI (13%), DeepEval (13%).

Ruby on Rails 2 25% optional · 1 open now · since Feb 2026
Celery 1 13% required in 100% · 1 open now · since Jun 2026
FastAPI 1 13% required in 100% · 1 open now · since Jun 2026
DeepEval 1 13% optional · 1 open now · since Jun 2026
LangChain 1 13% optional · 1 open now · since Jun 2026
LangGraph 1 13% optional · 1 open now · since Jun 2026
LlamaIndex 1 13% optional · 1 open now · since Jun 2026
OpenAI Evals 1 13% optional · 1 open now · since Jun 2026
Show all (9)
Ragas1

What databases does Instrumentl use?

Amazon Redshift is named in 13% of job postings at Instrumentl, followed by Google BigQuery (13%), Snowflake (13%), PostgreSQL (13%).

Amazon Redshift 1 13% required in 100% · since Apr 2026
Google BigQuery 1 13% required in 100% · since Apr 2026
Snowflake 1 13% required in 100% · since Apr 2026
PostgreSQL 1 13% optional · since Feb 2026
Redis 1 13% optional · since Feb 2026

What cloud and platforms does Instrumentl use?

AWS is named in 25% of job postings at Instrumentl, followed by GCP (25%), Azure (13%), Amazon Kinesis (13%).

AWS 2 25% required in 50% · 1 open now · since Apr 2026
GCP 2 25% required in 50% · 1 open now · since Apr 2026
Azure 1 13% required in 100% · since Apr 2026
Amazon Kinesis 1 13% optional · since Apr 2026
Apache Kafka 1 13% optional · since Apr 2026
Looker 1 13% optional · since Apr 2026
Tableau 1 13% optional · since Apr 2026

What developer tools does Instrumentl use?

D-step is named in 13% of job postings at Instrumentl, followed by Docker (13%), Semantic Kernel (13%).

D-step 1 13% required in 100% · 1 open now · since Jul 2026
Docker 1 13% optional · 1 open now · since Jun 2026
Semantic Kernel 1 13% optional · 1 open now · since Jun 2026

What AI and ML technologies does Instrumentl use?

LLM is named in 13% of job postings at Instrumentl.

LLM 1 13% required in 100% · 1 open now · since Jun 2026

Which engineering practices does Instrumentl ask for?

Human-in-the-Loop is named in 38% of job postings at Instrumentl, followed by CI/CD (25%), A/B Testing (13%), AI Agents (13%).

Human-in-the-Loop 3 38% required in 67% · 2 open now · since Feb 2026
CI/CD 2 25% required in 50% · 1 open now · since Apr 2026
A/B Testing 1 13% required in 100% · 1 open now · since May 2026
AI Agents 1 13% required in 100% · 1 open now · since May 2026
ETL/ELT 1 13% required in 100% · since Apr 2026
Function Calling 1 13% required in 100% · 1 open now · since Jun 2026
LLM Guardrails 1 13% required in 100% · 1 open now · since Jun 2026
RAG 1 13% required in 100% · 1 open now · since Jun 2026
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Tool Use1
Embeddings1
Hybrid Search1
Recommender Systems1

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How modern is the Instrumentl stack?

Cutting-edge AI adopter 78/100

Instrumentl 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 Instrumentl stack in its industry?

Share of the 3,046 companies in the same industries, whose stack Alion knows, that use each technology.

Python43%
Ruby4%
SQL39%
AWS31%
GCP21%
Ruby on Rails2%
Amazon Kinesis2%
Amazon Redshift4%
Apache Kafka11%
Azure28%

What sets Instrumentl apart

Ruby4%

Questions about the Instrumentl tech stack

What programming languages does Instrumentl use?

The languages named in Instrumentl job postings are SQL (38%), Python (38%), Ruby (38%), D (13%), JavaScript (13%), as a share of the 8 postings of the last 12 months.

Does Instrumentl use AWS?

Yes. AWS is named in 2 of 8 job postings (25%) and required in 1 of them.

What cloud and platforms does Instrumentl use?

The cloud and platforms named in Instrumentl job postings are AWS (2), GCP (2), Azure (1) (postings in brackets).

Is the Instrumentl tech stack changing?

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

How modern is the Instrumentl tech stack?

Instrumentl 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 Instrumentl tech stack?

Alion reads every job posting Instrumentl publishes and tags the technologies each one names. The figures on this page count the 8 postings of the last 12 months and were updated on Sep 30, 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, "Instrumentl tech stack: 43 technologies from 8 job postings", as of Sep 30, 2026. https://alion.io/company/instrumentl/technologies

Licence: CC BY-SA 4.0JSON