Outreach tech stack

Outreach builds mostly with Python, Go, Ruby, TypeScript. Its stack also includes Apache Kafka, Databricks, Neo4j, Snowflake. LLM is named in 6 of the 29 job postings Outreach published in the last 12 months (21%). Counted by Alion from the job postings of Outreach, updated Oct 9, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 9, 2026
Technologies in use
52
Postings analysed
29
Open now
14
Modernity
86 /100
New in 6 months
8

What programming languages does Outreach use?

Python is named in 14% of job postings at Outreach, followed by Go (7%), Ruby (3%), TypeScript (3%).

Python 4 14% required in 75% · 3 open now · since Apr 2026
Go 2 7% required in 100% · 1 open now · since Apr 2026
Ruby 1 3% required in 100% · since Jun 2026
TypeScript 1 3% required in 100% · since Jun 2026
SQL 1 3% optional · since Jun 2026

What frameworks and libraries does Outreach use?

Ruby on Rails is named in 3% of job postings at Outreach.

Ruby on Rails 1 3% required in 100% · since Jun 2026

What databases does Outreach use?

Neo4j is named in 10% of job postings at Outreach, followed by Snowflake (7%), ClickHouse (3%), DynamoDB (3%).

Neo4j 3 10% required in 100% · 3 open now · since Apr 2026
Snowflake 2 7% required in 100% · 1 open now · since Nov 2025
ClickHouse 1 3% required in 100% · since Sep 2026
DynamoDB 1 3% required in 100% · since Jun 2026
MySQL 1 3% required in 100% · since Jun 2026
PostgreSQL 1 3% required in 100% · since Jun 2026
Amazon Neptune 1 3% optional · 1 open now · since Apr 2026

What cloud and platforms does Outreach use?

Apache Kafka is named in 10% of job postings at Outreach, followed by Databricks (10%), Amazon Kinesis (7%), Twilio (7%).

Apache Kafka 3 10% required in 100% · since Feb 2026
Databricks 3 10% required in 100% · since May 2026
Amazon Kinesis 2 7% required in 100% · since Feb 2026
Twilio 2 7% required in 50% · since Aug 2026
Postman 2 7% optional · since Jun 2026
AWS 1 3% required in 100% · since Jun 2026
Datadog 1 3% required in 100% · since Sep 2026
Grafana 1 3% required in 100% · since Sep 2026
Show all (12)
OpenAI1
RabbitMQ1
Splunk1
Tableau1

What developer tools does Outreach use?

Model Context Protocol is named in 10% of job postings at Outreach, followed by gRPC (7%), Microsoft Excel (7%), Rest API (7%).

Model Context Protocol 3 10% optional · 1 open now · since Feb 2026
gRPC 2 7% required in 100% · since Feb 2026
Microsoft Excel 2 7% required in 50% · 1 open now · since Jul 2026
Rest API 2 7% required in 50% · since Feb 2026
GraphQL 1 3% required in 100% · since Jun 2026

What AI and ML technologies does Outreach use?

LLM is named in 21% of job postings at Outreach, followed by Claude (17%), Gemini (3%).

LLM 6 21% required in 67% · 3 open now · since Apr 2026
Claude 5 17% required in 40% · 2 open now · since Sep 2024
Gemini 1 3% optional · since Sep 2026

Which engineering practices does Outreach ask for?

AI Agents is named in 59% of job postings at Outreach, followed by Machine Learning (14%), NLP (14%), Prompt Engineering (14%).

AI Agents 17 59% required in 94% · 8 open now · since Nov 2025
Machine Learning 4 14% required in 100% · 3 open now · since Apr 2026
NLP 4 14% required in 100% · 4 open now · since Apr 2026
Prompt Engineering 4 14% required in 100% · 3 open now · since Jun 2026
Agentic Workflows 3 10% required in 100% · since Jul 2026
Knowledge Graph 3 10% required in 100% · 3 open now · since Apr 2026
Recommender Systems 3 10% required in 100% · 3 open now · since Apr 2026
RAG 3 10% optional · 1 open now · since Feb 2026
Show all (18)
Embeddings2
Human-in-the-Loop2
Incident Management2
Fine-tuning2
A/B Testing1
CI/CD1
EU AI Act1
LLM Guardrails1
TCP/IP1
Rollup1

What other technologies does Outreach use?

Kaia is named in 7% of job postings at Outreach.

Kaia 2 7% required in 100% · 1 open now · since Nov 2025

What does each Outreach team work with?

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

Product

5 postings
Amazon Kinesis2
Apache Kafka2
Databricks2
gRPC2

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How is the Outreach 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
Human-in-the-LoopAug 2026
TwilioAug 2026
Incident ManagementAug 2026
Agentic WorkflowsJul 2026
Microsoft ExcelJul 2026
Prompt EngineeringJun 2026
PostmanJun 2026
DatabricksMay 2026

How modern is the Outreach stack?

Cutting-edge AI adopter 86/100

Outreach scores 86 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: 3; legacy ones: 0.

How common is the Outreach stack in its industry?

Share of the 275 companies in the same industries, whose stack Alion knows, that use each technology.

LLM44%
Claude36%
Python60%
Apache Kafka14%
Databricks11%
Neo4j2%
Amazon Kinesis3%
Go16%
Postman4%
Snowflake16%

What sets Outreach apart

Neo4j2%

Questions about the Outreach tech stack

What programming languages does Outreach use?

The languages named in Outreach job postings are Python (14%), Go (7%), Ruby (3%), TypeScript (3%), SQL (3%), as a share of the 29 postings of the last 12 months.

Does Outreach use Apache Kafka?

Yes. Apache Kafka is named in 3 of 29 job postings (10%) and required in 3 of them.

What cloud and platforms does Outreach use?

The cloud and platforms named in Outreach job postings are Apache Kafka (3), Databricks (3), Amazon Kinesis (2) (postings in brackets).

What skills do you need for a Product job at Outreach?

Product postings at Outreach most often require Amazon Kinesis (2), Apache Kafka (2), Databricks (2), gRPC (2), out of 5 postings in the last 12 months.

Is the Outreach tech stack changing?

Yes. Human-in-the-Loop, Twilio, Incident Management, Agentic Workflows first appeared in Outreach job postings in the last six months.

How modern is the Outreach tech stack?

Outreach scores 86 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: 3; legacy ones: 0.

How does Alion know the Outreach tech stack?

Alion reads every job posting Outreach publishes and tags the technologies each one names. The figures on this page count the 29 postings of the last 12 months and were updated on Oct 9, 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, "Outreach tech stack: 52 technologies from 29 job postings", as of Oct 9, 2026. https://alion.io/company/outreach/technologies

Licence: CC BY-SA 4.0JSON