Zeta Global tech stack

Zeta Global builds mostly with Python, SQL, Java, Scala. Its stack also includes AWS, Kubernetes, Snowflake, Aerospike. AWS is named in 47 of the 82 job postings Zeta Global published in the last 12 months (57%). Counted by Alion from the job postings of Zeta Global, updated Sep 26, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 26, 2026
Technologies in use
150
Postings analysed
82
Open now
64
Modernity
84 /100
New in 6 months
8

What programming languages does Zeta Global use?

Python is named in 48% of job postings at Zeta Global, followed by SQL (37%), Java (30%), Scala (21%).

Python 39 48% required in 82% · 34 open now · since Mar 2024
SQL 30 37% required in 80% · 23 open now · since Oct 2024
Java 25 30% required in 88% · 21 open now · since Mar 2024
Scala 17 21% required in 88% · 17 open now · since Oct 2025
JavaScript 12 15% required in 42% · 8 open now · since Jul 2025
Ruby 9 11% required in 89% · 8 open now · since Mar 2024
Node JS 7 9% required in 71% · 4 open now · since Nov 2025
TypeScript 5 6% required in 100% · 4 open now · since Dec 2025
Show all (16)
Go2
SAS2
C#1
C++1
Kotlin1
Lua1
PHP1
Rust1

What frameworks and libraries does Zeta Global use?

Hadoop is named in 10% of job postings at Zeta Global, followed by React.js (10%), TensorFlow (9%), Flink (6%).

Hadoop 8 10% required in 100% · 5 open now · since Oct 2025
React.js 8 10% required in 75% · 4 open now · since Nov 2025
TensorFlow 7 9% required in 57% · 2 open now · since Oct 2025
Flink 5 6% required in 100% · 5 open now · since Oct 2025
PyTorch 4 5% required in 25% · 2 open now · since Feb 2026
Akka 4 5% optional · 4 open now · since Dec 2025
Play Framework 4 5% optional · 4 open now · since Dec 2025
ZIO 4 5% optional · 4 open now · since Dec 2025
Show all (19)
FastAPI3
Ant Design3
LangChain3
Scikit-learn3
XGBoost3
Django2
OpenTelemetry2
Playwright2
LangGraph1
LightGBM1
LlamaIndex1

What databases does Zeta Global use?

Snowflake is named in 34% of job postings at Zeta Global, followed by Aerospike (15%), MySQL (15%), DynamoDB (12%).

Snowflake 28 34% required in 79% · 20 open now · since Oct 2024
Aerospike 12 15% required in 67% · 10 open now · since Mar 2024
MySQL 12 15% required in 58% · 9 open now · since Oct 2025
DynamoDB 10 12% required in 60% · 6 open now · since Oct 2025
Redis 10 12% required in 40% · 5 open now · since Oct 2025
PostgreSQL 9 11% required in 44% · 4 open now · since Oct 2025
Apache Iceberg 6 7% required in 33% · 3 open now · since Oct 2025
ElasticSearch 5 6% required in 80% · 4 open now · since Mar 2024
Show all (21)
Amazon Redshift4
Cassandra4
Apache Hudi4
Google BigQuery3
ClickHouse3
Delta Lake3
ScyllaDB3
BigQuery2
HBase2
Couchbase1
Presto1
StarRocks1
Trino1

What cloud and platforms does Zeta Global use?

AWS is named in 57% of job postings at Zeta Global, followed by Kubernetes (37%), Apache Kafka (24%), Amazon S3 (22%).

AWS 47 57% required in 64% · 37 open now · since Mar 2024
Kubernetes 30 37% required in 73% · 23 open now · since Oct 2025
Apache Kafka 20 24% required in 60% · 14 open now · since Mar 2024
Amazon S3 18 22% required in 50% · 16 open now · since Dec 2025
Spark 16 20% required in 69% · 11 open now · since Oct 2025
Amazon EC2 10 12% required in 70% · 8 open now · since Dec 2025
Amazon EKS 10 12% required in 70% · 9 open now · since Oct 2025
Airflow 9 11% required in 78% · 8 open now · since Dec 2025
Show all (38)
Databricks5
Tableau5
Azure4
GCP4
GitLab4
AWS Lambda3
API Gateway3
Grafana3
Honeycomb3
Snyk3
GitLab CI3
LangSmith2
Power BI2
Prefect2
SAP BusinessObjects2
SonarQube2
Figma2
OpenAI2
MLFlow2
Wiz2
AWS Fargate1
AWS Step Functions1
Amazon CloudWatch1
GitHub1
Linux1
Looker1
Superset1
Unix1
Hugging Face1
Windows1

What developer tools does Zeta Global use?

Docker is named in 17% of job postings at Zeta Global, followed by Microsoft Excel (12%), Rest API (7%), Model Context Protocol (7%).

Docker 14 17% required in 71% · 8 open now · since Oct 2025
Microsoft Excel 10 12% required in 80% · 9 open now · since Mar 2026
Rest API 6 7% required in 83% · 6 open now · since Dec 2025
Model Context Protocol 6 7% required in 67% · 6 open now · since Dec 2025
gRPC 6 7% required in 50% · 3 open now · since Mar 2026
Terraform 6 7% required in 33% · 6 open now · since Dec 2025
Claude Code 4 5% required in 100% · 4 open now · since Dec 2025
Cursor 4 5% required in 100% · 4 open now · since Dec 2025
Show all (23)
OpenAI Codex4
Copilot3
Helm3
Loki3
Semgrep2
Trivy2
dbt2
AWS Glue1
Git1
OWASP ZAP1
Prometheus1
Pulumi1
Talend1
Thanos1
Informatica1

What AI and ML technologies does Zeta Global use?

LLM is named in 20% of job postings at Zeta Global, followed by Gemini (4%), Claude (2%), ChatGPT (1%).

LLM 16 20% required in 94% · 14 open now · since Dec 2025
Gemini 3 4% required in 100% · 3 open now · since Dec 2025
Claude 2 2% required in 100% · 2 open now · since Sep 2026
ChatGPT 1 1% required in 100% · 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 (17%), LLM Guardrails (10%).

CI/CD 24 29% required in 83% · 21 open now · since Oct 2024
AI Agents 17 21% required in 100% · 12 open now · since Oct 2025
Machine Learning 14 17% required in 86% · 8 open now · since Mar 2024
LLM Guardrails 8 10% required in 100% · 8 open now · since Dec 2025
ETL/ELT 6 7% required in 100% · 5 open now · since Oct 2025
Agentic Workflows 5 6% required in 80% · 5 open now · since Dec 2025
Incident Management 4 5% required in 100% · 2 open now · since Jul 2026
Tokenization 4 5% required in 100% · 4 open now · since Apr 2026
Show all (29)
A/B Testing3
FinOps3
Function Calling3
IAM3
Platform Engineering3
Tool Use3
Fine-tuning3
RAG3
Human-in-the-Loop2
Knowledge Graph2
Multi-Agent Systems2
SLI/SLO/SLA2
Shift-Left2
Embeddings2
Feature Store2
Blue-Green Deployment1
Chaos Engineering1
Red Teaming1
SOAP1
Voice Agents1
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

23 postings
Java17
Python16
AWS13
Scala11
Kubernetes8
Apache Kafka7

Data Science

9 postings
Python8
SQL7
Snowflake7
AWS6
Amazon S36
Airflow5

Analytics

8 postings
SQL3
Snowflake3

Leadership

7 postings
Aerospike2
Amazon Redshift2
DynamoDB2
Google BigQuery2
Snowflake2

Product

7 postings
LLM4
Model Context Protocol3
LangSmith2
SAP BusinessObjects2
SQL2
Snowflake2

AI/ML

6 postings
AWS5
Apache Kafka3
Cassandra3
Docker3
DynamoDB3
Hadoop3

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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: $200k across 42 postings.

TechnologyPostings with payMedianvs company median
AWS23$200k0%
Kubernetes21$200k0%
Python19$190k−5%
Snowflake16$200k0%
SQL15$180k−10%
Apache Kafka14$215k+8%
Java13$200k0%
Amazon S311$200k0%
Spark10$200k0%
Redis9$240k+20%

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
GoSep 2026
ClaudeSep 2026
PrefectSep 2026
SASAug 2026
Knowledge GraphAug 2026
LangSmithAug 2026
Multi-Agent SystemsAug 2026
SAP BusinessObjectsAug 2026
Rising
Machine Learning8% → 18%
Microsoft Excel8% → 18%
Redis0% → 10%
Incident Management0% → 10%
LLM Guardrails4% → 13%
FinOps0% → 8%
Function Calling0% → 8%
Platform Engineering0% → 8%
Falling
Ruby21% → 3%
Java29% → 13%
Aerospike21% → 5%
gRPC17% → 3%
MySQL17% → 5%
Amazon EC217% → 5%
Amazon S329% → 18%
DynamoDB13% → 3%
Not named for 6 months
AkkaMar 2026
Play FrameworkMar 2026
ZIOMar 2026
CassandraFeb 2026
Apache HudiFeb 2026
Shift-LeftDec 2025
PlaywrightDec 2025
HBaseNov 2025

How modern is the Zeta Global stack?

Cutting-edge AI adopter 84/100

Zeta Global scores 84 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 1,831 companies in the same industries, whose stack Alion knows, that use each technology.

AWS47%
Python60%
Kubernetes35%
SQL43%
Snowflake12%
Java21%
Apache Kafka16%
Amazon S312%
Scala5%
LLM38%

What sets Zeta Global apart

Aerospike0%
Airflow4%
Hadoop3%
Apache Iceberg2%
Flink3%
Akka0%
Apache Hudi0%
Cassandra2%
Play Framework0%
ZIO0%

Questions about the Zeta Global tech stack

What programming languages does Zeta Global use?

The languages named in Zeta Global job postings are Python (48%), SQL (37%), Java (30%), Scala (21%), JavaScript (15%), as a share of the 82 postings of the last 12 months.

Does Zeta Global use Hadoop?

Yes. Hadoop is named in 8 of 82 job postings (10%) and required in 8 of them.

What cloud and platforms does Zeta Global use?

The cloud and platforms named in Zeta Global job postings are AWS (47), Kubernetes (30), Apache Kafka (20) (postings in brackets).

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

Backend postings at Zeta Global most often require Java (17), Python (16), AWS (13), Scala (11), out of 23 postings in the last 12 months.

Is the Zeta Global tech stack changing?

Yes. Go, Claude, Prefect, SAS first appeared in Zeta Global job postings in the last six months.

How modern is the Zeta Global tech stack?

Zeta Global scores 84 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 82 postings of the last 12 months and were updated on Sep 26, 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: 150 technologies from 82 job postings", as of Sep 26, 2026. https://alion.io/company/zeta-global/technologies

Licence: CC BY-SA 4.0JSON