Smadex tech stack

Smadex builds mostly with SQL, Python, Java, Scala. Its stack also includes AWS, Amazon S3, Redis, MySQL. SQL is named in 27 of the 40 job postings Smadex published in the last 12 months (68%). Counted by Alion from the job postings of Smadex, updated Sep 29, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 29, 2026
Technologies in use
49
Postings analysed
40
Open now
27
Modernity
71 /100

What programming languages does Smadex use?

SQL is named in 68% of job postings at Smadex, followed by Python (48%), Java (15%), Scala (15%).

SQL 27 68% required in 67% · 20 open now · since Aug 2026
Python 19 48% required in 68% · 15 open now · since Aug 2026
Java 6 15% required in 100% · 5 open now · since Aug 2026
Scala 6 15% required in 83% · 5 open now · since Aug 2026
Node JS 3 8% required in 100% · 2 open now · since Aug 2026
JavaScript 3 8% optional · 2 open now · since Aug 2026
Bash 2 5% optional · 2 open now · since Aug 2026
TypeScript 1 3% required in 100% · since Aug 2026

What frameworks and libraries does Smadex use?

NumPy is named in 5% of job postings at Smadex, followed by PyTorch (5%), Angular (3%), Phaser (3%).

NumPy 2 5% required in 100% · 1 open now · since Aug 2026
PyTorch 2 5% required in 100% · 1 open now · since Aug 2026
Angular 1 3% required in 100% · since Aug 2026
Phaser 1 3% required in 100% · since Aug 2026
Unity 1 3% required in 100% · since Aug 2026

What databases does Smadex use?

Redis is named in 13% of job postings at Smadex, followed by MySQL (13%), Memcached (10%), Amazon Redshift (8%).

Redis 5 13% required in 40% · 5 open now · since Aug 2026
MySQL 5 13% optional · 4 open now · since Aug 2026
Memcached 4 10% optional · 3 open now · since Aug 2026
Amazon Redshift 3 8% required in 33% · 2 open now · since Aug 2026

What cloud and platforms does Smadex use?

AWS is named in 25% of job postings at Smadex, followed by Amazon S3 (18%), Amazon EC2 (18%), Spark (15%).

AWS 10 25% required in 50% · 7 open now · since Aug 2026
Amazon S3 7 18% required in 71% · 4 open now · since Aug 2026
Amazon EC2 7 18% required in 57% · 4 open now · since Aug 2026
Spark 6 15% required in 83% · 5 open now · since Aug 2026
Linux 6 15% required in 50% · 4 open now · since Aug 2026
Adjust 4 10% required in 100% · 3 open now · since Sep 2026
AppsFlyer SDK 4 10% required in 100% · 3 open now · since Sep 2026
Power BI 3 8% required in 33% · 2 open now · since Aug 2026
Show all (17)
Tableau3
Airflow2
Amazon SageMaker2
Kubernetes2
Bitbucket1
Figma1
AWS Bedrock1
Grafana1
Kibana1

What developer tools does Smadex use?

Git is named in 20% of job postings at Smadex, followed by Docker (13%), Microsoft Excel (13%), Jenkins (13%).

Git 8 20% required in 75% · 6 open now · since Aug 2026
Docker 5 13% required in 60% · 4 open now · since Aug 2026
Microsoft Excel 5 13% required in 40% · 3 open now · since Sep 2026
Jenkins 5 13% optional · 4 open now · since Aug 2026
Jupyter Notebook 3 8% required in 33% · 2 open now · since Aug 2026

Which engineering practices does Smadex ask for?

Machine Learning is named in 55% of job postings at Smadex, followed by A/B Testing (25%), FinOps (8%), Time Series Forecasting (8%).

Machine Learning 22 55% required in 100% · 19 open now · since Aug 2026
A/B Testing 10 25% required in 90% · 9 open now · since Aug 2026
FinOps 3 8% required in 100% · 1 open now · since Sep 2026
Time Series Forecasting 3 8% required in 100% · 2 open now · since Aug 2026
CI/CD 2 5% required in 100% · 2 open now · since Aug 2026
Deep Linking 2 5% required in 100% · since Aug 2026
Feature Store 2 5% required in 100% · 2 open now · since Sep 2026
Interpretability 2 5% required in 100% · 2 open now · since Sep 2026
Show all (10)
Recommender Systems2
AI Agents1

What does each Smadex team work with?

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

Data Science

9 postings
Python5
SQL5

Operations

4 postings
Adjust2
AppsFlyer SDK2

Analytics

3 postings
Python2
SQL2

Leadership

3 postings
Airflow2
Redis2
SQL2
Scala2
Spark2

AI/ML

3 postings
AWS3
Amazon EC23
Amazon S33
Git3
Java3
Python3

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How modern is the Smadex stack?

Modern 71/100

Smadex scores 71 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 Smadex stack in its industry?

Share of the 710 companies in the same industries, whose stack Alion knows, that use each technology.

SQL33%
Python34%
AWS24%
Amazon EC25%
Amazon S38%
Java16%
Linux14%
Scala7%
Spark10%
MySQL14%

What sets Smadex apart

Adjust3%
AppsFlyer SDK4%
Memcached1%

Questions about the Smadex tech stack

What programming languages does Smadex use?

The languages named in Smadex job postings are SQL (68%), Python (48%), Java (15%), Scala (15%), Node JS (8%), as a share of the 40 postings of the last 12 months.

Does Smadex use NumPy?

Yes. NumPy is named in 2 of 40 job postings (5%) and required in 2 of them.

What cloud and platforms does Smadex use?

The cloud and platforms named in Smadex job postings are AWS (10), Amazon S3 (7), Amazon EC2 (7) (postings in brackets).

What skills do you need for a Data Science job at Smadex?

Data Science postings at Smadex most often require Python (5), SQL (5), out of 9 postings in the last 12 months.

Is the Smadex tech stack changing?

No new technology has appeared in Smadex job postings in the last six months.

How modern is the Smadex tech stack?

Smadex scores 71 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 Smadex tech stack?

Alion reads every job posting Smadex publishes and tags the technologies each one names. The figures on this page count the 40 postings of the last 12 months and were updated on Sep 29, 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, "Smadex tech stack: 49 technologies from 40 job postings", as of Sep 29, 2026. https://alion.io/company/smadex/technologies

Licence: CC BY-SA 4.0JSON