Zeta Global
Email Marketing · Customer Data Platforms (CDP) & Reverse ETL

Zeta Global tech stack

Zeta Global builds mostly with Python, SQL, Java, Scala. Its stack also includes AWS, Snowflake, Kubernetes, Aerospike. Python is named in 49 of the 98 job postings Zeta Global published in the last 12 months (50%). Counted by Alion from the job postings of Zeta Global, updated Nov 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 11, 2026
Technologies in use
171
Postings analysed
98
Open now
47
Modernity
81 /100
New in 6 months
8

What programming languages does Zeta Global use?

Python is named in 50% of job postings at Zeta Global, followed by SQL (31%), Java (27%), Scala (22%).

Python 49 50% required in 73% · 26 open now · since Mar 2024
SQL 30 31% required in 70% · 12 open now · since Oct 2024
Java 26 27% required in 88% · 17 open now · since Mar 2024
Scala 22 22% required in 77% · 10 open now · since Oct 2025
JavaScript 12 12% required in 42% · 5 open now · since Jul 2025
Ruby 11 11% required in 91% · 8 open now · since Mar 2024
TypeScript 6 6% required in 100% · 2 open now · since Dec 2025
Node JS 5 5% required in 100% · 3 open now · since Nov 2025
Show all (16)
SAS5
C#2
Go2
C++1
Kotlin1
Lua1
PHP1
Rust1

What frameworks and libraries does Zeta Global use?

React.js is named in 7% of job postings at Zeta Global, followed by Hadoop (6%), LangChain (6%), Akka (5%).

React.js 7 7% required in 86% · 4 open now · since Nov 2025
Hadoop 6 6% required in 100% · 2 open now · since Oct 2025
LangChain 6 6% required in 33% · 4 open now · since Apr 2026
Akka 5 5% optional · 1 open now · since Dec 2025
Play Framework 5 5% optional · 1 open now · since Dec 2025
ZIO 5 5% optional · 1 open now · since Dec 2025
Ant Design 4 4% required in 75% · 2 open now · since Dec 2025
PyTorch 4 4% required in 25% · 1 open now · since Feb 2026
Show all (26)
TensorFlow4
FastAPI3
Flink3
Scikit-learn3
XGBoost3
Playwright3
LangGraph2
LlamaIndex2
Django1
LightGBM1
OpenTelemetry1
Ruby on Rails1
Chart.js1
Framer Motion1
GSAP1
Highcharts1
Next.js1
Observable Plot1

What databases does Zeta Global use?

Snowflake is named in 30% of job postings at Zeta Global, followed by Aerospike (12%), MySQL (10%), DynamoDB (8%).

Snowflake 29 30% required in 79% · 12 open now · since Oct 2024
Aerospike 12 12% required in 58% · 8 open now · since Mar 2024
MySQL 10 10% required in 40% · 5 open now · since Oct 2025
DynamoDB 8 8% required in 38% · 4 open now · since Oct 2025
Redis 7 7% required in 14% · 2 open now · since Oct 2025
ElasticSearch 6 6% required in 83% · 5 open now · since Mar 2024
ClickHouse 6 6% required in 67% · 4 open now · since Apr 2026
Amazon Redshift 5 5% required in 100% · 3 open now · since Apr 2026
Show all (19)
PostgreSQL5
ScyllaDB4
Google BigQuery3
Apache Iceberg3
StarRocks2
Trino2
HBase1
Presto1
Apache Hudi1
Cassandra1
Delta Lake1

What cloud and platforms does Zeta Global use?

AWS is named in 49% of job postings at Zeta Global, followed by Kubernetes (27%), Amazon S3 (23%), Apache Kafka (17%).

AWS 48 49% required in 54% · 21 open now · since Mar 2024
Kubernetes 26 27% required in 69% · 12 open now · since Oct 2025
Amazon S3 23 23% required in 43% · 8 open now · since Dec 2025
Apache Kafka 17 17% required in 53% · 10 open now · since Mar 2024
Spark 15 15% required in 47% · 8 open now · since Oct 2025
Airflow 13 13% required in 62% · 6 open now · since Dec 2025
Amazon EC2 12 12% required in 67% · 3 open now · since Dec 2025
Tableau 12 12% required in 42% · 7 open now · since Jul 2024
Show all (45)
Amazon EKS9
Azure5
Databricks5
API Gateway5
Honeycomb5
GitLab5
GCP4
Power BI4
Grafana4
Windows4
Figma3
OpenAI3
Snyk3
GitLab CI3
AWS Lambda2
LangSmith2
Looker2
Prefect2
SAP BusinessObjects2
GitHub2
MLFlow2
Wiz2
AWS Fargate1
Amazon CloudWatch1
Amazon Kinesis1
Kibana1
Linux1
SonarQube1
Superset1
Unix1
Braze1
FigJam1

And 5 more, each named in fewer postings.

What developer tools does Zeta Global use?

Microsoft Excel is named in 16% of job postings at Zeta Global, followed by Rest API (14%), Docker (10%), Model Context Protocol (9%).

Microsoft Excel 16 16% required in 69% · 9 open now · since Feb 2026
Rest API 14 14% required in 93% · 11 open now · since Dec 2025
Docker 10 10% required in 60% · 4 open now · since Oct 2025
Model Context Protocol 9 9% required in 67% · 4 open now · since Dec 2025
Terraform 9 9% required in 44% · 5 open now · since Dec 2025
Cursor 8 8% required in 88% · 6 open now · since Dec 2025
Claude Code 6 6% required in 83% · 3 open now · since Dec 2025
gRPC 6 6% required in 50% · 2 open now · since Mar 2026
Show all (31)
OpenAI Codex5
Copilot4
Loki4
dbt2
AWS Glue1
Ansible1
Git1
Helm1
Logstash1
OWASP ZAP1
Prometheus1
Pulumi1
Semgrep1
Talend1
Thanos1
Trivy1
Chef1
Informatica1
Lovable1
OpenStack1
ProtoPie1
Puppet1
Storybook1

What AI and ML technologies does Zeta Global use?

LLM is named in 19% of job postings at Zeta Global, followed by Gemini (5%), Claude (4%), ChatGPT (2%).

LLM 19 19% required in 95% · 9 open now · since Dec 2025
Gemini 5 5% required in 100% · 3 open now · since Dec 2025
Claude 4 4% required in 75% · 4 open now · since Aug 2026
ChatGPT 2 2% required in 50% · 1 open now · since Aug 2026

Which engineering practices does Zeta Global ask for?

CI/CD is named in 29% of job postings at Zeta Global, followed by AI Agents (21%), Machine Learning (15%), ETL/ELT (8%).

CI/CD 28 29% required in 75% · 16 open now · since Oct 2024
AI Agents 21 21% required in 95% · 15 open now · since Oct 2025
Machine Learning 15 15% required in 87% · 7 open now · since Mar 2024
ETL/ELT 8 8% required in 100% · 1 open now · since Dec 2025
Agentic Workflows 7 7% required in 86% · 4 open now · since Dec 2025
Fine-tuning 6 6% required in 33% · 1 open now · since Jun 2026
LLM Guardrails 5 5% required in 100% · 4 open now · since Dec 2025
SLI/SLO/SLA 5 5% required in 100% · 5 open now · since Apr 2026
Show all (30)
IAM5
A/B Testing4
Incident Management4
Platform Engineering4
Tokenization4
RAG4
Function Calling3
Embeddings3
Design Controls2
FinOps2
Human-in-the-Loop2
Knowledge Graph2
Multi-Agent Systems2
Voice Agents2
Feature Store2
AIOps1
Blue-Green Deployment1
Chaos Engineering1
Red Teaming1
SOAP1
Self-Healing1
Anomaly Detection1

What does each Zeta Global team work with?

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

Backend

26 postings
Java19
Python18
AWS11
Scala11
LLM9
Ruby8

Analytics

16 postings
SQL6
Snowflake6
Microsoft Excel3
Rest API3
Tableau3
Power BI2

Data Science

12 postings
Python8
SQL7
Snowflake7
AWS6
Amazon S36
Airflow5

Product

7 postings
LLM4
Model Context Protocol3
LangSmith2
SAP BusinessObjects2
SQL2
Snowflake2

DevOps

6 postings
Kubernetes6
Scala5
Amazon EC24
Hadoop4
AWS2
Python2

Leadership

6 postings
API Gateway2
Aerospike2
Amazon Redshift2
DynamoDB2
Google BigQuery2
Snowflake2

See the open roles

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How much does Zeta Global pay by technology?

Median stated pay of the postings that name each technology, against the median of all Zeta Global postings with stated pay: $180k across 48 postings.

TechnologyPostings with payMedianvs company median
Python23$180k0%
AWS20$200k+11%
Kubernetes18$200k+11%
Snowflake18$180k0%
SQL15$160k−11%
Amazon S312$200k+11%
Java11$200k+11%
Apache Kafka10$208k+15%
LLM9$205k+14%
Tableau9$130k−28%

How is the Zeta Global 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
StarRocksSep 2026
TrinoSep 2026
GoSep 2026
LlamaIndexSep 2026
PrefectSep 2026
ChatGPTAug 2026
Knowledge GraphAug 2026
LangSmithAug 2026
Rising
Python31% → 62%
AI Agents3% → 26%
Spark6% → 24%
Java6% → 21%
Machine Learning9% → 24%
Scala19% → 29%
Tableau9% → 19%
Model Context Protocol0% → 10%
Falling
Kubernetes38% → 14%
Platform Engineering13% → 0%
LLM25% → 14%
Amazon EC216% → 5%
Docker16% → 5%
Snyk9% → 0%
Hadoop13% → 5%
Amazon EKS9% → 2%
Not named for 6 months
Ant DesignApr 2026
ScyllaDBApr 2026
PlaywrightDec 2025

How modern is the Zeta Global stack?

Cutting-edge AI adopter 81/100

Zeta Global scores 81 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: 4; legacy ones: 0.

How common is the Zeta Global stack in its industry?

Share of the 383 companies in the same industries, whose stack Alion knows, that use each technology.

Python45%
AWS40%
SQL46%
Snowflake19%
Java21%
Kubernetes30%
Amazon S311%
Scala6%
LLM29%
Apache Kafka20%

What sets Zeta Global apart

Aerospike1%
API Gateway3%
Akka1%
Honeycomb1%
Play Framework0%
SAS1%
ZIO1%
Ant Design1%
ScyllaDB2%
Apache Iceberg3%

Questions about the Zeta Global tech stack

What programming languages does Zeta Global use?

The languages named in Zeta Global job postings are Python (50%), SQL (31%), Java (27%), Scala (22%), JavaScript (12%), as a share of the 98 postings of the last 12 months.

Does Zeta Global use React.js?

Yes. React.js is named in 7 of 98 job postings (7%) and required in 6 of them.

What cloud and platforms does Zeta Global use?

The cloud and platforms named in Zeta Global job postings are AWS (48), Kubernetes (26), Amazon S3 (23) (postings in brackets).

What skills do you need for a Backend job at Zeta Global?

Backend postings at Zeta Global most often require Java (19), Python (18), AWS (11), Scala (11), out of 26 postings in the last 12 months.

Is the Zeta Global tech stack changing?

Yes. StarRocks, Trino, Go, LlamaIndex first appeared in Zeta Global job postings in the last six months.

How modern is the Zeta Global tech stack?

Zeta Global scores 81 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: 4; legacy ones: 0.

How does Alion know the Zeta Global tech stack?

Alion reads every job posting Zeta Global publishes and tags the technologies each one names. The figures on this page count the 98 postings of the last 12 months and were updated on Nov 11, 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, "Zeta Global tech stack: 171 technologies from 98 job postings", as of Nov 11, 2026. https://alion.io/company/zeta-global/technologies

Licence: CC BY-SA 4.0JSON