Outlines Tech tech stack

Outlines Tech builds mostly with SQL, Python, Java, C#. Its stack also includes Apache Kafka, MS SQL, Kubernetes, PostgreSQL. SQL is named in 12 of the 25 job postings Outlines Tech published in the last 12 months (48%). Counted by Alion from the job postings of Outlines Tech, updated Sep 28, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 28, 2026
Technologies in use
72
Postings analysed
25
Open now
9
Modernity
74 /100

What programming languages does Outlines Tech use?

SQL is named in 48% of job postings at Outlines Tech, followed by Python (24%), Java (12%), C# (12%).

SQL 12 48% required in 100% · 3 open now · since Aug 2026
Python 6 24% required in 67% · 2 open now · since Aug 2026
Java 3 12% required in 100% · 1 open now · since Aug 2026
C# 3 12% optional · since Aug 2026
Assembly 1 4% required in 100% · 1 open now · since Sep 2026
JavaScript 1 4% required in 100% · since Sep 2026

What frameworks and libraries does Outlines Tech use?

LangChain is named in 16% of job postings at Outlines Tech, followed by LangGraph (16%), Hadoop (12%), FastAPI (8%).

LangChain 4 16% optional · 1 open now · since Aug 2026
LangGraph 4 16% optional · 1 open now · since Aug 2026
Hadoop 3 12% required in 33% · since Aug 2026
FastAPI 2 8% optional · since Aug 2026
OpenTelemetry 2 8% optional · since Aug 2026
Jest 1 4% required in 100% · since Sep 2026
React.js 1 4% required in 100% · since Sep 2026
Vue.js 1 4% required in 100% · since Sep 2026

What databases does Outlines Tech use?

MS SQL is named in 24% of job postings at Outlines Tech, followed by PostgreSQL (16%), Redis (12%), ElasticSearch (8%).

MS SQL 6 24% required in 100% · 3 open now · since Aug 2026
PostgreSQL 4 16% required in 50% · since Aug 2026
Redis 3 12% required in 33% · since Aug 2026
ElasticSearch 2 8% required in 100% · 1 open now · since Sep 2026
Greenplum 1 4% required in 100% · since Sep 2026

What cloud and platforms does Outlines Tech use?

Apache Kafka is named in 48% of job postings at Outlines Tech, followed by Kubernetes (20%), Linux (16%), Postman (16%).

Apache Kafka 12 48% required in 83% · 3 open now · since Aug 2026
Kubernetes 5 20% required in 100% · 3 open now · since Aug 2026
Linux 4 16% required in 100% · 2 open now · since Aug 2026
Postman 4 16% required in 100% · 2 open now · since Aug 2026
.NET 3 12% required in 100% · since Aug 2026
Grafana 3 12% required in 100% · 2 open now · since Sep 2026
RabbitMQ 3 12% required in 100% · 1 open now · since Aug 2026
Windows 3 12% required in 100% · 1 open now · since Aug 2026
Show all (19)
Unix2
AWS2
Azure2
GCP2
Airflow1
Amazon S31
Bitbucket1
Figma1
GitLab CI1
Kibana1
Framer1

What developer tools does Outlines Tech use?

Rest API is named in 36% of job postings at Outlines Tech, followed by Swagger (16%), Model Context Protocol (16%), WebSockets (16%).

Rest API 9 36% required in 100% · 3 open now · since Aug 2026
Swagger 4 16% required in 100% · 2 open now · since Aug 2026
Model Context Protocol 4 16% required in 50% · since Aug 2026
WebSockets 4 16% required in 50% · since Aug 2026
Git 2 8% required in 100% · 1 open now · since Sep 2026
JMeter 2 8% required in 100% · since Aug 2026
Keycloak 2 8% required in 100% · since Aug 2026
gRPC 2 8% required in 100% · since Aug 2026
Show all (24)
GraphQL2
Langflow2
Docker1
ESLint1
HAProxy1
Nginx1
Prettier1
Prometheus1
Vite1
Webpack1
Zabbix1
Adobe Photoshop1
Blender1
Cinema 4D1
ProtoPie1
Spline1

What AI and ML technologies does Outlines Tech use?

LLM is named in 24% of job postings at Outlines Tech.

LLM 6 24% required in 33% · since Aug 2026

Which engineering practices does Outlines Tech ask for?

AI Agents is named in 28% of job postings at Outlines Tech, followed by RAG (16%), SOAP (12%), CI/CD (8%).

AI Agents 7 28% required in 71% · 1 open now · since Aug 2026
RAG 4 16% required in 50% · since Aug 2026
SOAP 3 12% required in 100% · 2 open now · since Sep 2026
CI/CD 2 8% required in 100% · 1 open now · since Sep 2026
Feature Store 2 8% optional · since Aug 2026
LLMOps 2 8% optional · since Aug 2026
BGP 1 4% required in 100% · 1 open now · since Aug 2026
ETL/ELT 1 4% required in 100% · since Sep 2026
Show all (9)
OSPF1

What does each Outlines Tech team work with?

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

Analytics

12 postings
SQL9
Apache Kafka7
Rest API7
Postman3
RabbitMQ3
Swagger3

QA

3 postings
Java3
MS SQL3
.NET2
JMeter2
Linux2
PostgreSQL2

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How much does Outlines Tech pay by technology?

Median stated pay of the postings that name each technology, against the median of all Outlines Tech postings with stated pay: $55k across 17 postings.

TechnologyPostings with payMedianvs company median
Apache Kafka8$57k+2%
SQL7$55k0%
Python6$62k+13%
LLM6$55k0%

How modern is the Outlines Tech stack?

Modern AI adopter 74/100

Outlines Tech scores 74 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: 1; legacy ones: 0.

How common is the Outlines Tech stack in its industry?

Share of the 1,265 companies in the same industries, whose stack Alion knows, that use each technology.

Apache Kafka35%
SQL62%
LLM35%
MS SQL22%
Python60%
Kubernetes49%
LangChain20%
LangGraph15%
Linux38%
PostgreSQL50%

Questions about the Outlines Tech tech stack

What programming languages does Outlines Tech use?

The languages named in Outlines Tech job postings are SQL (48%), Python (24%), Java (12%), C# (12%), Assembly (4%), as a share of the 25 postings of the last 12 months.

Does Outlines Tech use Hadoop?

Yes. Hadoop is named in 3 of 25 job postings (12%) and required in 1 of them.

What cloud and platforms does Outlines Tech use?

The cloud and platforms named in Outlines Tech job postings are Apache Kafka (12), Kubernetes (5), Linux (4) (postings in brackets).

What skills do you need for a Analytics job at Outlines Tech?

Analytics postings at Outlines Tech most often require SQL (9), Apache Kafka (7), Rest API (7), Postman (3), out of 12 postings in the last 12 months.

Is the Outlines Tech tech stack changing?

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

How modern is the Outlines Tech tech stack?

Outlines Tech scores 74 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: 1; legacy ones: 0.

How does Alion know the Outlines Tech tech stack?

Alion reads every job posting Outlines Tech publishes and tags the technologies each one names. The figures on this page count the 25 postings of the last 12 months and were updated on Sep 28, 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, "Outlines Tech tech stack: 72 technologies from 25 job postings", as of Sep 28, 2026. https://alion.io/company/outlines-technologies/technologies

Licence: CC BY-SA 4.0JSON