MarginEdge tech stack
MarginEdge builds mostly with SQL, Python. Its stack also includes AWS, Looker, Snowflake, Trino. SQL is named in 2 of the 3 job postings MarginEdge published in the last 12 months (67%). Counted by Alion from the job postings of MarginEdge, updated Oct 15, 2026.
What programming languages does MarginEdge use?
SQL is named in 67% of job postings at MarginEdge, followed by Python (67%).
What databases does MarginEdge use?
Snowflake is named in 33% of job postings at MarginEdge, followed by Trino (33%).
What cloud and platforms does MarginEdge use?
AWS is named in 33% of job postings at MarginEdge, followed by Looker (33%), Superset (33%), Tableau (33%).
What developer tools does MarginEdge use?
Claude Code is named in 33% of job postings at MarginEdge, followed by Git (33%), dbt (33%).
What AI and ML technologies does MarginEdge use?
Claude is named in 33% of job postings at MarginEdge, followed by LLM (33%).
Which engineering practices does MarginEdge ask for?
Machine Learning is named in 67% of job postings at MarginEdge, followed by Agentic Workflows (33%), Human-in-the-Loop (33%).
How does your stack fit MarginEdge?
How is the MarginEdge 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 MarginEdge stack?
MarginEdge scores 86 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 MarginEdge stack in its industry?
Share of the 497 companies in the same industries, whose stack Alion knows, that use each technology.
Companies with a stack like MarginEdge
Questions about the MarginEdge tech stack
What programming languages does MarginEdge use?
The languages named in MarginEdge job postings are SQL (67%), Python (67%), as a share of the 3 postings of the last 12 months.
What cloud and platforms does MarginEdge use?
The cloud and platforms named in MarginEdge job postings are AWS (1), Looker (1), Superset (1) (postings in brackets).
Is the MarginEdge tech stack changing?
Yes. Machine Learning, SQL, Python first appeared in MarginEdge job postings in the last six months.
How modern is the MarginEdge tech stack?
MarginEdge scores 86 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 MarginEdge tech stack?
Alion reads every job posting MarginEdge publishes and tags the technologies each one names. The figures on this page count the 3 postings of the last 12 months and were updated on Oct 15, 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, "MarginEdge tech stack: 16 technologies from 3 job postings", as of Oct 15, 2026. https://alion.io/company/marginedge/technologies