PMG
Digital Marketing · Advertising

PMG tech stack

PMG builds mostly with SQL, Python, JavaScript, Node JS. Its stack also includes OpenAI, AWS, LangChain, React.js. SQL is named in 16 of the 41 job postings PMG published in the last 12 months (39%). Counted by Alion from the job postings of PMG, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
57
Postings analysed
41
Open now
34
Modernity
85 /100
New in 6 months
8

What programming languages does PMG use?

SQL is named in 39% of job postings at PMG, followed by Python (37%), JavaScript (27%), Node JS (22%).

SQL 16 39% required in 100% · 13 open now · since Apr 2023
Python 15 37% required in 87% · 10 open now · since Apr 2026
JavaScript 11 27% required in 64% · 9 open now · since Apr 2026
Node JS 9 22% required in 100% · 7 open now · since Apr 2026
Go 5 12% required in 100% · 3 open now · since Apr 2026

What frameworks and libraries does PMG use?

LangChain is named in 20% of job postings at PMG, followed by React.js (15%), Express (7%), Django (5%).

LangChain 8 20% required in 100% · 6 open now · since Apr 2026
React.js 6 15% required in 100% · 6 open now · since Apr 2026
Express 3 7% required in 100% · 1 open now · since Apr 2026
Django 2 5% required in 100% · since Apr 2026
Flask 2 5% required in 100% · since Apr 2026

What databases does PMG use?

PostgreSQL is named in 10% of job postings at PMG, followed by Amazon Redshift (7%), Google BigQuery (7%), Redis (7%).

PostgreSQL 4 10% required in 100% · 2 open now · since Apr 2026
Amazon Redshift 3 7% required in 100% · 1 open now · since Sep 2026
Google BigQuery 3 7% required in 100% · 1 open now · since Sep 2026
Redis 3 7% required in 100% · 1 open now · since Apr 2026
Snowflake 3 7% required in 100% · 1 open now · since Sep 2026
MySQL 2 5% required in 100% · since Apr 2026

What cloud and platforms does PMG use?

OpenAI is named in 24% of job postings at PMG, followed by AWS (22%), AWS Bedrock (20%), Kubernetes (17%).

OpenAI 10 24% required in 100% · 7 open now · since Jan 2025
AWS 9 22% required in 78% · 7 open now · since Apr 2026
AWS Bedrock 8 20% required in 100% · 6 open now · since Apr 2026
Kubernetes 7 17% required in 86% · 5 open now · since Apr 2026
Looker 6 15% required in 100% · 3 open now · since May 2026
Power BI 5 12% required in 100% · 2 open now · since May 2026
Tableau 5 12% required in 100% · 2 open now · since May 2026
GCP 4 10% required in 100% · 4 open now · since Jul 2026
Show all (16)
GitHub4
Figma3
Grafana2
Apache Kafka2
Spark2
AWS Fargate1
Amazon ECS1
Amazon Kinesis1

What developer tools does PMG use?

Microsoft Excel is named in 39% of job postings at PMG, followed by Rest API (20%), Docker (17%), Terraform (15%).

Microsoft Excel 16 39% required in 88% · 15 open now · since Apr 2023
Rest API 8 20% required in 75% · 7 open now · since Apr 2026
Docker 7 17% required in 100% · 5 open now · since Apr 2026
Terraform 6 15% required in 83% · 4 open now · since Apr 2026
Ansible 5 12% required in 80% · 3 open now · since Apr 2026
Git 4 10% required in 100% · 2 open now · since Apr 2026
Adobe After Effects 3 7% required in 100% · 3 open now · since Apr 2026
Adobe Photoshop 3 7% required in 100% · 3 open now · since Apr 2026
Show all (14)
Prometheus2
dbt2
Chef2
Puppet2
Adobe XD1
WebSockets1

What AI and ML technologies does PMG use?

Claude is named in 5% of job postings at PMG, followed by LLM (5%).

Claude 2 5% required in 100% · 2 open now · since Sep 2026
LLM 2 5% required in 100% · 2 open now · since Apr 2026

Which engineering practices does PMG ask for?

CI/CD is named in 15% of job postings at PMG, followed by GLP (12%), AI Agents (7%), A/B Testing (5%).

CI/CD 6 15% required in 100% · 4 open now · since Apr 2026
GLP 5 12% required in 100% · 5 open now · since Jul 2026
AI Agents 3 7% required in 100% · 3 open now · since Jan 2026
A/B Testing 2 5% required in 100% · 1 open now · since Jul 2026
Machine Learning 2 5% required in 100% · 2 open now · since Sep 2026
Prompt Engineering 2 5% required in 100% · 1 open now · since Jan 2025
ETL/ELT 2 5% optional · since Sep 2026
GMP 1 2% required in 100% · 1 open now · since Apr 2026
Show all (9)
SOAP1

What does each PMG team work with?

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

Marketing

14 postings
Microsoft Excel10
SQL5
LLM2
OpenAI2

Leadership

7 postings
AWS4
Docker4
Node JS4
Python4
React.js4
Rest API4

DevOps

5 postings
Python4
SQL4
Looker3
Power BI3
Tableau3
Amazon Redshift2

Backend

3 postings
AWS Bedrock3
Docker3
Git3
Go3
Kubernetes3
LangChain3

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How is the PMG 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.

First appeared
Amazon RedshiftSep 2026
Google BigQuerySep 2026
SnowflakeSep 2026
dbtSep 2026
ETL/ELTSep 2026
ClaudeSep 2026
Machine LearningSep 2026
Apache KafkaSep 2026
Rising
Rest API0% → 32%
SQL23% → 53%
Python23% → 53%
Microsoft Excel15% → 42%
Docker0% → 26%
Kubernetes0% → 26%
CI/CD0% → 26%
Terraform0% → 26%
Falling
GLP38% → 0%
Figma23% → 0%
Not named for 6 months
LLMMay 2026

How modern is the PMG stack?

Cutting-edge AI adopter 85/100

PMG scores 85 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 PMG stack in its industry?

Share of the 3,071 companies in the same industries, whose stack Alion knows, that use each technology.

SQL28%
Python28%
JavaScript33%
OpenAI6%
AWS19%
Node JS12%
AWS Bedrock2%
LangChain5%
Kubernetes12%
Looker13%

What sets PMG apart

AWS Bedrock2%
Amazon Redshift3%
Express1%

Questions about the PMG tech stack

What programming languages does PMG use?

The languages named in PMG job postings are SQL (39%), Python (37%), JavaScript (27%), Node JS (22%), Go (12%), as a share of the 41 postings of the last 12 months.

Does PMG use LangChain?

Yes. LangChain is named in 8 of 41 job postings (20%) and required in 8 of them.

What cloud and platforms does PMG use?

The cloud and platforms named in PMG job postings are OpenAI (10), AWS (9), AWS Bedrock (8) (postings in brackets).

What skills do you need for a Marketing job at PMG?

Marketing postings at PMG most often require Microsoft Excel (10), SQL (5), LLM (2), OpenAI (2), out of 14 postings in the last 12 months.

Is the PMG tech stack changing?

Yes. Amazon Redshift, Google BigQuery, Snowflake, dbt first appeared in PMG job postings in the last six months.

How modern is the PMG tech stack?

PMG scores 85 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 PMG tech stack?

Alion reads every job posting PMG publishes and tags the technologies each one names. The figures on this page count the 41 postings of the last 12 months and were updated on Nov 12, 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, "PMG tech stack: 57 technologies from 41 job postings", as of Nov 12, 2026. https://alion.io/company/pmg-7/technologies

Licence: CC BY-SA 4.0JSON