F5 tech stack

F5 builds mostly with Python, Go, JavaScript, SQL. Its stack also includes Kubernetes, AWS, LangChain, Snowflake. Python is named in 89 of the 202 job postings F5 published in the last 12 months (44%). Counted by Alion from the job postings of F5, updated Sep 27, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 27, 2026
Technologies in use
275
Postings analysed
202
Open now
135
Modernity
80 /100
New in 6 months
8

What programming languages does F5 use?

Python is named in 44% of job postings at F5, followed by Go (15%), JavaScript (11%), SQL (10%).

Python 89 44% required in 88% · 62 open now · since Jun 2025
Go 31 15% required in 97% · 19 open now · since Apr 2026
JavaScript 23 11% required in 74% · 14 open now · since Jun 2025
SQL 21 10% required in 81% · 14 open now · since Jun 2025
Java 18 9% required in 100% · 9 open now · since Jun 2025
C++ 14 7% required in 100% · 12 open now · since Jun 2025
TypeScript 14 7% required in 93% · 6 open now · since Jun 2026
Bash 7 3% required in 100% · 4 open now · since Jun 2025
Show all (19)
Rust7
Ruby5
PowerShell5
Node JS5
Apex4
Perl2
Assembly1
Kotlin1
MATLAB1
Scala1
Verilog1

What frameworks and libraries does F5 use?

LangChain is named in 8% of job postings at F5, followed by LlamaIndex (4%), React.js (4%), Next.js (3%).

LangChain 17 8% required in 71% · 7 open now · since Jun 2026
LlamaIndex 9 4% required in 78% · 2 open now · since Jun 2026
React.js 8 4% required in 100% · 4 open now · since Jun 2026
Next.js 7 3% required in 100% · 4 open now · since Jul 2026
LangGraph 7 3% required in 86% · 5 open now · since Jun 2026
FastAPI 6 3% required in 67% · 3 open now · since Jun 2026
CrewAI 5 2% required in 80% · 3 open now · since Jun 2026
PyTorch 5 2% required in 80% · 4 open now · since Jun 2026
Show all (46)
TensorFlow5
AutoGen4
CUDA3
JUnit3
PyTorch C++3
TensorFlow C++3
Triton3
Flask3
OpenTelemetry3
pgvector3
JAX2
Metasploit2
Pytest2
Spring Boot2
Tailwind CSS2
Transformers2
Scikit-learn2
Ray2
Angular1
Beautiful Soup1
BentoML1
Bootstrap1
Celery1
Commander.js1
Guardrails AI1
Haystack1
Hibernate1
Lightning Web Components1
Mockito1
NumPy1
PoC Library1
Scrapy1

And 6 more, each named in fewer postings.

What databases does F5 use?

Snowflake is named in 7% of job postings at F5, followed by PostgreSQL (4%), Pinecone (2%), Weaviate (2%).

Snowflake 14 7% required in 93% · 8 open now · since May 2026
PostgreSQL 9 4% required in 56% · 8 open now · since Jun 2026
Pinecone 4 2% required in 50% · 3 open now · since Jun 2026
Weaviate 4 2% required in 50% · 3 open now · since Jun 2026
Milvus 4 2% required in 25% · 3 open now · since Jun 2026
Amazon Aurora 2 1% required in 100% · 1 open now · since Jul 2026
Azure Cosmos DB 2 1% required in 100% · 1 open now · since Jul 2026
DynamoDB 2 1% required in 100% · 1 open now · since Jul 2026
Show all (14)
ElasticSearch1
Google BigQuery1
MySQL1
Oracle1
Redis1
Delta Lake1

What cloud and platforms does F5 use?

Kubernetes is named in 44% of job postings at F5, followed by AWS (33%), Azure (32%), GCP (26%).

Kubernetes 89 44% required in 84% · 61 open now · since Oct 2025
AWS 66 33% required in 77% · 46 open now · since Oct 2025
Azure 64 32% required in 77% · 42 open now · since Mar 2026
GCP 52 26% required in 79% · 36 open now · since Mar 2026
Linux 30 15% required in 87% · 18 open now · since Jun 2025
Tableau 21 10% required in 86% · 15 open now · since May 2026
Power BI 14 7% required in 79% · 9 open now · since May 2026
OpenAI 13 6% required in 92% · 4 open now · since May 2026
Show all (75)
Unix13
OpenShift12
VMWare11
Grafana11
GitHub Actions10
GitHub9
Datadog9
Databricks9
Crowdstrike9
GitLab CI9
GitLab8
Spark8
Vertex AI8
Anthropic8
Windows7
API Gateway7
Apache Kafka7
SIEM7
Azure DevOps6
Splunk6
CentOS Stream5
Red Hat5
Amazon EKS4
Agentforce3
CUDA Toolkit3
Hugging Face3
LDAP3
MuleSoft3
Ollama3
Qualys Cloud Platform3
TGI3
vLLM3

And 35 more, each named in fewer postings.

What developer tools does F5 use?

Docker is named in 15% of job postings at F5, followed by Terraform (12%), Ansible (12%), Git (11%).

Docker 30 15% required in 77% · 18 open now · since Oct 2025
Terraform 25 12% required in 80% · 17 open now · since May 2026
Ansible 24 12% required in 71% · 18 open now · since Oct 2025
Git 23 11% required in 70% · 17 open now · since Oct 2025
Model Context Protocol 13 6% required in 69% · 7 open now · since Jul 2026
Jenkins 11 5% required in 100% · 8 open now · since May 2026
Rest API 9 4% required in 78% · 8 open now · since May 2026
Prometheus 8 4% required in 63% · 7 open now · since May 2026
Show all (60)
Puppet7
Microsoft Excel6
Copilot6
Helm6
Chef5
OpenStack5
WebSockets4
HashiCorp Vault4
Wireshark4
gRPC4
A2A4
AWX3
Bicep3
CircleCI3
Claude Code3
Envoy3
OpenAI Codex3
TPU3
TensorRT3
llama.cpp3
dbt3
CloudFormation2
Docker Compose2
HAProxy2
Nmap2
SQLmap2
Alteryx1
ArgoCD1
Azure Data Factory1
Cadence Sigrity1
Falco1
Fivetran1

And 20 more, each named in fewer postings.

What AI and ML technologies does F5 use?

LLM is named in 21% of job postings at F5, followed by Gemini (7%), Claude (2%), LoRA (1%).

LLM 43 21% required in 81% · 24 open now · since May 2026
Gemini 14 7% required in 100% · 6 open now · since May 2026
Claude 4 2% required in 100% · 3 open now · since May 2026
LoRA 2 1% optional · 2 open now · since Sep 2026
PEFT 2 1% optional · 2 open now · since Sep 2026
BERT 1 <1% required in 100% · since Sep 2026
ChatGPT 1 <1% required in 100% · since Aug 2026

Which engineering practices does F5 ask for?

CI/CD is named in 29% of job postings at F5, followed by AI Agents (17%), DNS (13%), TCP/IP (13%).

CI/CD 58 29% required in 90% · 36 open now · since Mar 2026
AI Agents 35 17% required in 91% · 16 open now · since May 2026
DNS 27 13% required in 78% · 19 open now · since Jun 2025
TCP/IP 27 13% required in 74% · 19 open now · since Oct 2025
RAG 23 11% required in 96% · 15 open now · since May 2026
Platform Engineering 23 11% required in 83% · 12 open now · since Jul 2026
Prompt Engineering 21 10% required in 86% · 10 open now · since May 2026
LLM Guardrails 17 8% required in 88% · 6 open now · since May 2026
Show all (54)
Machine Learning15
BGP11
VPN11
Embeddings9
IAM9
Function Calling9
SLI/SLO/SLA8
Agentic Workflows7
Structured Outputs7
Tool Use7
Multi-Agent Systems7
Edge AI7
ETL/ELT6
Configuration Management6
Context Engineering5
Hallucination5
Fine-tuning5
Service Mesh5
Anomaly Detection4
FinOps4
GitOps4
HPC4
Incident Management4
PKI4
OSPF3
Red Teaming3
Wi-Fi3
Speculative Decoding3
Human-in-the-Loop2
Hybrid Search2
MPLS2
NLP2

And 14 more, each named in fewer postings.

What does each F5 team work with?

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

Solutions

38 postings
Kubernetes25
Python12
OpenShift11
AWS10
Azure10
GCP9

Backend

25 postings
Python18
Kubernetes11
Java10
AWS8
C++8
Go8

Product

18 postings
Kubernetes7
LLM3
API Gateway2
Envoy2
Gemini2
Go2

DevOps

17 postings
AWS11
Kubernetes11
Python10
Azure8
GCP8
Go7

Sales

17 postings
Kubernetes6
Tableau3
LLM2
Microsoft Excel2

Security

13 postings
AWS9
Python9
Azure8
GCP7
Kubernetes7
Crowdstrike6

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How much does F5 pay by technology?

Median stated pay of the postings that name each technology, against the median of all F5 postings with stated pay: $225k across 90 postings.

TechnologyPostings with payMedianvs company median
Python32$227k+1%
Kubernetes31$230k+3%
Azure28$219k−2%
AWS25$228k+2%
GCP22$226k+1%
LLM21$242k+8%
Java11$228k+2%
Tableau11$194k−14%
Go10$250k+11%
SQL10$239k+6%

How is the F5 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
JAXSep 2026
PytestSep 2026
TransformersSep 2026
LoRASep 2026
PEFTSep 2026
RaySep 2026
Weights & BiasesSep 2026
OpenTelemetrySep 2026
Rising
Platform Engineering0% → 13%
Model Context Protocol0% → 8%
Linux8% → 15%
GitHub Actions0% → 6%
LLM Guardrails4% → 9%
Embeddings0% → 5%
GitHub0% → 5%
Databricks0% → 5%
Falling
GCP46% → 23%
AWS50% → 30%
Docker21% → 13%
Git17% → 10%
Ansible17% → 11%
Configuration Management8% → 2%
Prometheus8% → 3%
Agentic Workflows8% → 3%

How modern is the F5 stack?

Cutting-edge AI adopter 80/100

F5 scores 80 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: 7; legacy ones: 0.

How common is the F5 stack in its industry?

Share of the 170 companies in the same industries, whose stack Alion knows, that use each technology.

Kubernetes50%
Python66%
AWS53%
Azure46%
GCP41%
LLM31%
Go36%
Linux51%
JavaScript48%
SQL41%

What sets F5 apart

OpenShift3%
LlamaIndex4%
Vertex AI3%
CentOS Stream2%
Milvus2%

F5 products in its job postings

Postings at F5 name its own products. They describe what the company makes, so they are left out of the stack above.

Nginx25

Questions about the F5 tech stack

What programming languages does F5 use?

The languages named in F5 job postings are Python (44%), Go (15%), JavaScript (11%), SQL (10%), Java (9%), as a share of the 202 postings of the last 12 months.

Does F5 use LangChain?

Yes. LangChain is named in 17 of 202 job postings (8%) and required in 12 of them.

What cloud and platforms does F5 use?

The cloud and platforms named in F5 job postings are Kubernetes (89), AWS (66), Azure (64) (postings in brackets).

What skills do you need for a Solutions job at F5?

Solutions postings at F5 most often require Kubernetes (25), Python (12), OpenShift (11), AWS (10), out of 38 postings in the last 12 months.

Is the F5 tech stack changing?

Yes. JAX, Pytest, Transformers, LoRA first appeared in F5 job postings in the last six months.

How modern is the F5 tech stack?

F5 scores 80 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: 7; legacy ones: 0.

How does Alion know the F5 tech stack?

Alion reads every job posting F5 publishes and tags the technologies each one names. The figures on this page count the 202 postings of the last 12 months and were updated on Sep 27, 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, "F5 tech stack: 275 technologies from 202 job postings", as of Sep 27, 2026. https://alion.io/company/ffive/technologies

Licence: CC BY-SA 4.0JSON