v4c tech stack
v4c builds mostly with Python, SQL, Scala. Its stack also includes Databricks, GCP, Pandas, DuckDB. Python is named in 4 of the 5 job postings v4c published in the last 12 months (80%). Counted by Alion from the job postings of v4c, updated Oct 13, 2026.
What programming languages does v4c use?
Python is named in 80% of job postings at v4c, followed by SQL (60%), Scala (20%).
What frameworks and libraries does v4c use?
Pandas is named in 40% of job postings at v4c, followed by Hadoop (20%), Keras (20%), LangChain (20%).
What databases does v4c use?
DuckDB is named in 20% of job postings at v4c, followed by PostgreSQL (20%), Snowflake (20%), Teradata (20%).
What cloud and platforms does v4c use?
Databricks is named in 60% of job postings at v4c, followed by GCP (40%), Spark (40%), AWS (20%).
What developer tools does v4c use?
pySpark is named in 40% of job postings at v4c, followed by Informatica (20%).
pySpark
2 40%
Which engineering practices does v4c ask for?
ETL/ELT is named in 40% of job postings at v4c, followed by Machine Learning (40%).
What does each v4c team work with?
The technologies each team's postings require most often, with the number of postings that require them.
Data Science
4 postingsHow does your stack fit v4c?
How is the v4c 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 v4c stack?
v4c scores 76 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: 0; legacy ones: 0.
How common is the v4c stack in its industry?
Share of the 1,643 companies in the same industries, whose stack Alion knows, that use each technology.
Companies with a stack like v4c
Questions about the v4c tech stack
What programming languages does v4c use?
The languages named in v4c job postings are Python (80%), SQL (60%), Scala (20%), as a share of the 5 postings of the last 12 months.
Does v4c use Pandas?
Yes. Pandas is named in 2 of 5 job postings (40%) and required in 2 of them.
What cloud and platforms does v4c use?
The cloud and platforms named in v4c job postings are Databricks (3), GCP (2), Spark (2) (postings in brackets).
What skills do you need for a Data Science job at v4c?
Data Science postings at v4c most often require Python (4), GCP (2), Pandas (2), SQL (2), out of 4 postings in the last 12 months.
Is the v4c tech stack changing?
Yes. ETL/ELT, GCP, pySpark, Spark first appeared in v4c job postings in the last six months.
How modern is the v4c tech stack?
v4c scores 76 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: 0; legacy ones: 0.
How does Alion know the v4c tech stack?
Alion reads every job posting v4c 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 13, 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, "v4c tech stack: 26 technologies from 5 job postings", as of Oct 13, 2026. https://alion.io/company/v4c/technologies