M-League tech stack

M-League builds mostly with Python, SQL, Go, JavaScript. Its stack also includes Spark, Apache Kafka, Google BigQuery, BigQuery. Python is named in 4 of the 5 job postings M-League published in the last 12 months (80%). Counted by Alion from the job postings of M-League, updated Oct 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 12, 2026
Technologies in use
50
Postings analysed
5
Open now
4
Modernity
90 /100

What programming languages does M-League use?

Python is named in 80% of job postings at M-League, followed by SQL (60%), Go (20%), JavaScript (20%).

Python 4 80% required in 100% · 3 open now · since Aug 2026
SQL 3 60% required in 100% · 2 open now · since Aug 2026
Go 1 20% required in 100% · 1 open now · since Oct 2026
JavaScript 1 20% required in 100% · 1 open now · since Oct 2026
Java 1 20% optional · 1 open now · since Oct 2026

What frameworks and libraries does M-League use?

FastAPI is named in 20% of job postings at M-League, followed by Flask (20%), LangGraph (20%), OpenAI Agents SDK (20%).

FastAPI 1 20% required in 100% · 1 open now · since Oct 2026
Flask 1 20% required in 100% · 1 open now · since Oct 2026
LangGraph 1 20% required in 100% · 1 open now · since Oct 2026
OpenAI Agents SDK 1 20% required in 100% · 1 open now · since Oct 2026
React.js 1 20% required in 100% · 1 open now · since Oct 2026
Spring Boot 1 20% required in 100% · 1 open now · since Oct 2026
Flink 1 20% optional · 1 open now · since Oct 2026
LangChain 1 20% optional · 1 open now · since Oct 2026
Show all (9)
Lottie1

What databases does M-League use?

Google BigQuery is named in 60% of job postings at M-League, followed by BigQuery (20%), ClickHouse (20%), PostgreSQL (20%).

Google BigQuery 3 60% required in 100% · 2 open now · since Aug 2026
BigQuery 1 20% required in 100% · 1 open now · since Oct 2026
ClickHouse 1 20% required in 100% · 1 open now · since Oct 2026
PostgreSQL 1 20% required in 100% · 1 open now · since Oct 2026
Snowflake 1 20% required in 100% · since Aug 2026
Cassandra 1 20% optional · 1 open now · since Oct 2026
Google Bigtable 1 20% optional · 1 open now · since Oct 2026
Redis 1 20% optional · 1 open now · since Oct 2026
Show all (9)
ScyllaDB1

What cloud and platforms does M-League use?

Spark is named in 80% of job postings at M-League, followed by Apache Kafka (60%), GCP (60%), Databricks (40%).

Spark 4 80% required in 75% · 3 open now · since Aug 2026
Apache Kafka 3 60% required in 100% · 2 open now · since Aug 2026
GCP 3 60% required in 67% · 2 open now · since Aug 2026
Databricks 2 40% required in 100% · 1 open now · since Aug 2026
Google Cloud Run 2 40% required in 100% · 1 open now · since Aug 2026
Figma 1 20% required in 100% · 1 open now · since Oct 2026
Kubernetes 1 20% optional · 1 open now · since Oct 2026
Rive 1 20% optional · 1 open now · since Oct 2026

What developer tools does M-League use?

Claude Code is named in 60% of job postings at M-League, followed by Cursor (60%), Model Context Protocol (60%), Copilot (40%).

Claude Code 3 60% required in 100% · 2 open now · since Aug 2026
Cursor 3 60% required in 100% · 2 open now · since Aug 2026
Model Context Protocol 3 60% required in 100% · 2 open now · since Aug 2026
Copilot 2 40% required in 100% · 1 open now · since Aug 2026
pySpark 2 40% required in 100% · 1 open now · since Aug 2026
Rest API 1 20% required in 100% · 1 open now · since Oct 2026
gRPC 1 20% required in 100% · 1 open now · since Oct 2026
Adobe After Effects 1 20% optional · 1 open now · since Oct 2026

What AI and ML technologies does M-League use?

Claude is named in 60% of job postings at M-League, followed by LLM (60%), Gemini (40%).

Claude 3 60% required in 100% · 2 open now · since Aug 2026
LLM 3 60% required in 67% · 2 open now · since Aug 2026
Gemini 2 40% required in 100% · 1 open now · since Aug 2026

Which engineering practices does M-League ask for?

ETL/ELT is named in 40% of job postings at M-League, followed by A/B Testing (20%), AI Agents (20%), Function Calling (20%).

ETL/ELT 2 40% required in 100% · 1 open now · since Aug 2026
A/B Testing 1 20% required in 100% · 1 open now · since Oct 2026
AI Agents 1 20% required in 100% · 1 open now · since Oct 2026
Function Calling 1 20% required in 100% · 1 open now · since Oct 2026
LLM Guardrails 1 20% required in 100% · 1 open now · since Oct 2026
Machine Learning 1 20% required in 100% · 1 open now · since Oct 2026
Multi-Agent Systems 1 20% required in 100% · 1 open now · since Oct 2026
Tool Use 1 20% required in 100% · 1 open now · since Oct 2026

What does each M-League team work with?

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

Data Science

3 postings
Python3
SQL3
Spark3
Apache Kafka2
Claude2
Claude Code2

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How modern is the M-League stack?

Cutting-edge AI adopter 90/100

M-League scores 90 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: 3; legacy ones: 0.

How common is the M-League stack in its industry?

Share of the 328 companies in the same industries, whose stack Alion knows, that use each technology.

Python47%
Spark8%
Apache Kafka14%
Claude15%
GCP23%
Google BigQuery7%
LLM17%
SQL38%
Databricks4%
Gemini6%

Questions about the M-League tech stack

What programming languages does M-League use?

The languages named in M-League job postings are Python (80%), SQL (60%), Go (20%), JavaScript (20%), Java (20%), as a share of the 5 postings of the last 12 months.

Does M-League use Spark?

Yes. Spark is named in 4 of 5 job postings (80%) and required in 3 of them.

What cloud and platforms does M-League use?

The cloud and platforms named in M-League job postings are Spark (4), Apache Kafka (3), GCP (3) (postings in brackets).

What skills do you need for a Data Science job at M-League?

Data Science postings at M-League most often require Python (3), SQL (3), Spark (3), Apache Kafka (2), out of 3 postings in the last 12 months.

Is the M-League tech stack changing?

No new technology has appeared in M-League job postings in the last six months.

How modern is the M-League tech stack?

M-League scores 90 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: 3; legacy ones: 0.

How does Alion know the M-League tech stack?

Alion reads every job posting M-League publishes and tags the technologies each one names. The figures on this page count the 5 postings of the last 12 months and were updated on Oct 12, 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, "M-League tech stack: 50 technologies from 5 job postings", as of Oct 12, 2026. https://alion.io/company/m-league/technologies

Licence: CC BY-SA 4.0JSON