MACH tech stack
MACH builds mostly with SQL, Java, Python, Scala. Its stack also includes Linux, Oracle, Airflow, Cassandra. SQL is named in 3 of the 3 job postings MACH published in the last 12 months (100%). Counted by Alion from the job postings of MACH, updated Nov 7, 2026.
What programming languages does MACH use?
SQL is named in 100% of job postings at MACH, followed by Java (33%), Python (33%), Scala (33%).
What frameworks and libraries does MACH use?
Hadoop is named in 33% of job postings at MACH.
Hadoop
1 33%
What databases does MACH use?
Oracle is named in 67% of job postings at MACH, followed by Cassandra (33%), HBase (33%).
What cloud and platforms does MACH use?
Linux is named in 100% of job postings at MACH, followed by Airflow (33%), Apache Kafka (33%), Spark (33%).
What developer tools does MACH use?
Apache NiFi is named in 33% of job postings at MACH, followed by Git (33%), pySpark (33%).
Which engineering practices does MACH ask for?
ETL/ELT is named in 33% of job postings at MACH, followed by Machine Learning (33%).
How does your stack fit MACH?
How modern is the MACH stack?
MACH scores 74 out of 100 (Modern). 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 MACH stack in its industry?
Share of the 8,366 companies in the same industries, whose stack Alion knows, that use each technology.
Companies with a stack like MACH
Optasia
17 shared technologies
Azercell
17 shared technologies
Magenta Team
17 shared technologies
Saksoft
18 shared technologies
J5 Consulting
18 shared technologies
SEB
17 shared technologies
Cyber, Data Analytics & Engineering Services
17 shared technologies
Publicis Sapient
17 shared technologies
Questions about the MACH tech stack
What programming languages does MACH use?
The languages named in MACH job postings are SQL (100%), Java (33%), Python (33%), Scala (33%), as a share of the 3 postings of the last 12 months.
Does MACH use Linux?
Yes. Linux is named in 3 of 3 job postings (100%) and required in 3 of them.
What cloud and platforms does MACH use?
The cloud and platforms named in MACH job postings are Linux (3), Airflow (1), Apache Kafka (1) (postings in brackets).
Is the MACH tech stack changing?
No new technology has appeared in MACH job postings in the last six months.
How modern is the MACH tech stack?
MACH scores 74 out of 100 (Modern). 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 MACH tech stack?
Alion reads every job posting MACH 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 Nov 7, 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, "MACH tech stack: 19 technologies from 3 job postings", as of Nov 7, 2026. https://alion.io/company/mach-com/technologies