Machinify tech stack
Machinify builds mostly with SQL, Python, Scala, Java. Its stack also includes Spark, AWS, Snowflake, Google BigQuery. SQL is named in 21 of the 55 job postings Machinify published in the last 12 months (38%). Counted by Alion from the job postings of Machinify, updated Nov 11, 2026.
What programming languages does Machinify use?
SQL is named in 38% of job postings at Machinify, followed by Python (38%), Scala (24%), Java (20%).
SQL
21 38%
Python
21 38%
Scala
13 24%
Java
11 20%
Rust
9 16%
Go
3 5%
JavaScript
2 4%
TypeScript
2 4%
Show all (11)
What frameworks and libraries does Machinify use?
LangGraph is named in 5% of job postings at Machinify, followed by LangChain (5%), Anthropic SDK (4%), OpenAI Agents SDK (4%).
LangGraph
3 5%
LangChain
3 5%
Anthropic SDK
2 4%
Flink
2 4%
Ray
2 4%
JAX
1 2%
PyTorch
1 2%
Show all (13)
What databases does Machinify use?
Snowflake is named in 9% of job postings at Machinify, followed by Google BigQuery (5%), MS SQL (5%), Delta Lake (4%).
Snowflake
5 9%
Google BigQuery
3 5%
MS SQL
3 5%
Delta Lake
2 4%
Amazon Redshift
1 2%
Pinecone
1 2%
Weaviate
1 2%
Azure SQL Database
1 2%
Show all (9)
What cloud and platforms does Machinify use?
Spark is named in 15% of job postings at Machinify, followed by AWS (13%), Azure (7%), Databricks (7%).
Spark
8 15%
AWS
7 13%
Azure
4 7%
Databricks
4 7%
GCP
4 7%
Kubernetes
4 7%
Power BI
3 5%
Show all (19)
What developer tools does Machinify use?
Microsoft Excel is named in 18% of job postings at Machinify, followed by Claude Code (7%), OpenAI Codex (7%), Docker (5%).
Claude Code
4 7%
Docker
3 5%
dbt
3 5%
Prometheus
3 5%
Copilot
2 4%
Show all (11)
What AI and ML technologies does Machinify use?
LLM is named in 20% of job postings at Machinify, followed by Claude (13%), ChatGPT (7%), Gemini (4%).
Which engineering practices does Machinify ask for?
AI Agents is named in 25% of job postings at Machinify, followed by CI/CD (13%), ETL/ELT (13%), Multimodal AI (9%).
AI Agents
14 25%
CI/CD
7 13%
Multimodal AI
5 9%
RAG
4 7%
Show all (25)
What does each Machinify team work with?
The technologies each team's postings require most often, with the number of postings that require them.
Backend
9 postingsData Science
8 postingsAnalytics
8 postingsAI/ML
4 postingsMarketing
3 postingsHow does your stack fit Machinify?
How much does Machinify pay by technology?
Median stated pay of the postings that name each technology, against the median of all Machinify postings with stated pay: $205k across 46 postings.
| Technology | Postings with pay | Median | vs company median |
|---|---|---|---|
| Python | 19 | $230k | +12% |
| SQL | 19 | $220k | +7% |
| Scala | 12 | $250k | +22% |
| Java | 10 | $250k | +22% |
| Spark | 8 | $255k | +24% |
| Rust | 8 | $250k | +22% |
| LLM | 7 | $260k | +27% |
| AWS | 7 | $250k | +22% |
| Claude | 7 | $200k | −2% |
| Snowflake | 5 | $200k | −2% |
How is the Machinify 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.
How modern is the Machinify stack?
Machinify scores 89 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: 7; legacy ones: 0.
How common is the Machinify stack in its industry?
Share of the 611 companies in the same industries, whose stack Alion knows, that use each technology.
What sets Machinify apart
Companies with a stack like Machinify
Questions about the Machinify tech stack
What programming languages does Machinify use?
The languages named in Machinify job postings are SQL (38%), Python (38%), Scala (24%), Java (20%), Rust (16%), as a share of the 55 postings of the last 12 months.
Does Machinify use LangGraph?
Yes. LangGraph is named in 3 of 55 job postings (5%) and required in 2 of them.
What cloud and platforms does Machinify use?
The cloud and platforms named in Machinify job postings are Spark (8), AWS (7), Azure (4) (postings in brackets).
What skills do you need for a Backend job at Machinify?
Backend postings at Machinify most often require Scala (9), Java (8), Rust (7), SQL (4), out of 9 postings in the last 12 months.
Is the Machinify tech stack changing?
Yes. Power BI, dbt, Dimensional Modeling, Snowflake first appeared in Machinify job postings in the last six months.
How modern is the Machinify tech stack?
Machinify scores 89 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: 7; legacy ones: 0.
How does Alion know the Machinify tech stack?
Alion reads every job posting Machinify publishes and tags the technologies each one names. The figures on this page count the 55 postings of the last 12 months and were updated on Nov 11, 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, "Machinify tech stack: 95 technologies from 55 job postings", as of Nov 11, 2026. https://alion.io/company/machinify/technologies