F5
Application Security · Network Security

F5 tech stack

F5 builds mostly with Python, Go, JavaScript, Java. Its stack also includes Kubernetes, AWS, LangChain, Snowflake. Kubernetes is named in 149 of the 333 job postings F5 published in the last 12 months (45%). Counted by Alion from the job postings of F5, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
318
Postings analysed
333
Open now
167
Modernity
78 /100
New in 6 months
8

What programming languages does F5 use?

Python is named in 43% of job postings at F5, followed by Go (16%), JavaScript (11%), Java (9%).

Python 144 43% required in 91% · 78 open now · since Jun 2025
Go 53 16% required in 96% · 29 open now · since Apr 2026
JavaScript 38 11% required in 74% · 20 open now · since Jun 2025
Java 30 9% required in 93% · 14 open now · since Jun 2025
SQL 27 8% required in 85% · 12 open now · since Jun 2025
C++ 25 8% required in 92% · 13 open now · since Jun 2025
TypeScript 20 6% required in 85% · 8 open now · since May 2026
Bash 19 6% required in 95% · 11 open now · since Jun 2025
Show all (20)
Rust13
PowerShell13
Node JS10
Apex6
Ruby5
C#3
Perl3
Verilog3
Kotlin2
MATLAB1
PHP1
Scala1

What frameworks and libraries does F5 use?

LangChain is named in 5% of job postings at F5, followed by React.js (3%), LlamaIndex (3%), Next.js (3%).

LangChain 18 5% required in 72% · 5 open now · since Jun 2026
React.js 10 3% required in 90% · 5 open now · since Jun 2026
LlamaIndex 10 3% required in 80% · 2 open now · since Jun 2026
Next.js 9 3% required in 100% · 5 open now · since Jul 2026
Selenium 8 2% required in 100% · 6 open now · since Jul 2026
FastAPI 8 2% required in 75% · 2 open now · since Jun 2026
LangGraph 7 2% required in 86% · 4 open now · since Jun 2026
OpenTelemetry 7 2% required in 71% · 5 open now · since Sep 2026
Show all (49)
CrewAI6
PyTorch6
TensorFlow6
JUnit5
AutoGen5
Cypress4
Playwright4
Spring Boot4
TensorFlow C++4
Flask4
CUDA3
TestNG3
Triton3
Scikit-learn3
pgvector3
Hibernate2
JAX2
Lightning Web Components2
Metasploit2
Mockito2
NumPy2
Pytest2
Tailwind CSS2
Transformers2
FAISS2
Pydantic2
Ray2
Angular1
Beautiful Soup1
BentoML1
Bootstrap1
Celery1

And 9 more, each named in fewer postings.

What databases does F5 use?

Snowflake is named in 5% of job postings at F5, followed by PostgreSQL (4%), ElasticSearch (2%), Pinecone (2%).

Snowflake 15 5% required in 93% · 4 open now · since May 2026
PostgreSQL 13 4% required in 62% · 7 open now · since Jun 2026
ElasticSearch 5 2% required in 100% · 5 open now · since Sep 2026
Pinecone 5 2% required in 60% · since Jun 2026
Milvus 5 2% required in 40% · 1 open now · since Jun 2026
Azure Cosmos DB 4 1% required in 100% · 3 open now · since Jul 2026
Weaviate 4 1% required in 50% · since Jun 2026
Amazon Aurora 3 1% required in 100% · 2 open now · since Jul 2026
Show all (17)
DynamoDB3
MySQL3
Redis3
Oracle2
ClickHouse1
Google BigQuery1
StarRocks1
Trino1
Delta Lake1

What cloud and platforms does F5 use?

Kubernetes is named in 45% of job postings at F5, followed by AWS (36%), Azure (33%), GCP (28%).

Kubernetes 149 45% required in 85% · 84 open now · since Oct 2025
AWS 120 36% required in 82% · 71 open now · since Oct 2025
Azure 111 33% required in 77% · 61 open now · since Mar 2026
GCP 94 28% required in 82% · 54 open now · since Mar 2026
Linux 58 17% required in 83% · 27 open now · since Jun 2025
Tableau 29 9% required in 83% · 12 open now · since May 2026
OpenShift 28 8% required in 96% · 19 open now · since Jun 2026
Unix 25 8% required in 88% · 13 open now · since Jun 2025
Show all (84)
Grafana23
GitHub Actions17
GitLab CI16
VMWare15
API Gateway15
Power BI15
OpenAI14
GitHub13
Splunk13
Windows13
Datadog13
GitLab13
Azure DevOps12
Apache Kafka10
Databricks10
Crowdstrike10
Amazon EKS9
SIEM9
Spark9
Anthropic9
Vertex AI8
Red Hat7
Amazon S36
Active Directory5
CentOS Stream5
Agentforce5
Hugging Face4
LDAP4
Okta4
Ollama4
Ubuntu4
vLLM4

And 44 more, each named in fewer postings.

What developer tools does F5 use?

Docker is named in 16% of job postings at F5, followed by Terraform (16%), Ansible (14%), Git (10%).

Docker 52 16% required in 83% · 24 open now · since Oct 2025
Terraform 52 16% required in 77% · 30 open now · since May 2026
Ansible 46 14% required in 80% · 26 open now · since Oct 2025
Git 33 10% required in 79% · 15 open now · since Oct 2025
Jenkins 18 5% required in 100% · 8 open now · since May 2026
Rest API 18 5% required in 83% · 12 open now · since May 2026
Model Context Protocol 17 5% required in 71% · 8 open now · since Jul 2026
Prometheus 16 5% required in 69% · 9 open now · since May 2026
Show all (81)
Copilot12
gRPC10
Microsoft Excel8
WebSockets8
Helm8
AWX7
Chef7
Puppet6
OpenStack6
OpenAI Codex5
HashiCorp Vault5
ArgoCD4
Bicep4
CloudFormation4
A2A4
CircleCI3
Claude Code3
Envoy3
HAProxy3
Proxmox VE3
TPU3
TensorRT3
llama.cpp3
SolidWorks3
Wireshark3
dbt3
Alertmanager2
Docker Compose2
Fluentd2
Gatling2
JMeter2
KVM2

And 41 more, each named in fewer postings.

What AI and ML technologies does F5 use?

LLM is named in 20% of job postings at F5, followed by Gemini (5%), Claude (2%), ChatGPT (1%).

LLM 67 20% required in 75% · 39 open now · since May 2026
Gemini 18 5% required in 89% · 7 open now · since May 2026
Claude 6 2% required in 100% · 3 open now · since May 2026
ChatGPT 2 1% required in 100% · since Aug 2026
Llama 2 1% required in 100% · 1 open now · since Oct 2026
LoRA 2 1% optional · since Sep 2026
PEFT 2 1% optional · since Sep 2026
BERT 1 <1% required in 100% · since Sep 2026

Which engineering practices does F5 ask for?

CI/CD is named in 30% of job postings at F5, followed by DNS (17%), TCP/IP (15%), AI Agents (14%).

CI/CD 99 30% required in 91% · 53 open now · since Mar 2026
DNS 55 17% required in 84% · 32 open now · since Jun 2025
TCP/IP 49 15% required in 80% · 25 open now · since Oct 2025
AI Agents 47 14% required in 94% · 22 open now · since May 2026
Platform Engineering 35 11% required in 86% · 20 open now · since Jul 2026
RAG 28 8% required in 93% · 11 open now · since May 2026
LLM Guardrails 26 8% required in 73% · 10 open now · since May 2026
Prompt Engineering 23 7% required in 87% · 6 open now · since May 2026
Show all (59)
Machine Learning20
IAM17
BGP16
VPN14
GitOps14
Function Calling12
PKI11
Configuration Management11
Service Mesh11
Agentic Workflows10
Embeddings10
Incident Management9
Red Teaming9
OSPF8
Multi-Agent Systems8
ETL/ELT7
Structured Outputs7
Hallucination7
Self-Healing7
Anomaly Detection6
Fine-tuning6
Context Engineering5
SLI/SLO/SLA5
FinOps4
HPC4
NLP4
Human-in-the-Loop3
MPLS3
SOAP3
Wi-Fi3
Speculative Decoding3
A/B Testing2

And 19 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

63 postings
Kubernetes45
OpenShift23
Python23
AWS18
Azure18
GCP18

Backend

45 postings
Python33
Kubernetes22
AWS21
Go17
Azure15
GCP15

Sales

37 postings
Kubernetes12
LLM5
Tableau4
Microsoft Excel2
SQL2
Windows2

DevOps

27 postings
Python21
AWS18
Kubernetes16
Terraform14
Linux12
GCP11

Product

24 postings
Kubernetes7
LLM4
API Gateway3
Model Context Protocol3
Envoy2
Gemini2

Marketing

23 postings
VMWare4
Tableau3
SQL2

See the open roles

How does your stack fit F5?

Sign in to compare your skills with this stack and see which open roles fit you.
Sign In

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: $227k across 155 postings.

TechnologyPostings with payMedianvs company median
Kubernetes58$236k+4%
Python53$225k−1%
AWS52$228k0%
Azure51$224k−1%
GCP45$228k0%
LLM37$227k0%
Linux23$209k−8%
Go17$245k+8%
Java17$242k+7%
API Gateway13$245k+8%

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
New RelicNov 2026
CAPAOct 2026
Adobe PhotoshopOct 2026
Windows ServerOct 2026
DebianOct 2026
SREOct 2026
EU AI ActOct 2026
GatlingOct 2026
Rising
Linux12% → 19%
C++2% → 9%
Bash2% → 7%
GitLab CI1% → 6%
Splunk0% → 5%
OpenShift6% → 10%
Unix4% → 8%
Prometheus2% → 6%
Falling
LLM29% → 17%
AI Agents23% → 11%
OpenAI12% → 1%
Tableau15% → 7%
Prompt Engineering13% → 5%
Gemini11% → 3%
LlamaIndex9% → 1%
TypeScript11% → 4%

How modern is the F5 stack?

Cutting-edge AI adopter 78/100

F5 scores 78 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: 8; legacy ones: 0.

How common is the F5 stack in its industry?

Share of the 316 companies in the same industries, whose stack Alion knows, that use each technology.

Kubernetes50%
Python65%
AWS47%
Azure47%
GCP40%
LLM34%
Linux56%
Go31%
JavaScript46%
Java30%

What sets F5 apart

OpenShift4%
LlamaIndex4%

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.

Nginx42

Questions about the F5 tech stack

What programming languages does F5 use?

The languages named in F5 job postings are Python (43%), Go (16%), JavaScript (11%), Java (9%), SQL (8%), as a share of the 333 postings of the last 12 months.

Does F5 use LangChain?

Yes. LangChain is named in 18 of 333 job postings (5%) and required in 13 of them.

What cloud and platforms does F5 use?

The cloud and platforms named in F5 job postings are Kubernetes (149), AWS (120), Azure (111) (postings in brackets).

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

Solutions postings at F5 most often require Kubernetes (45), OpenShift (23), Python (23), AWS (18), out of 63 postings in the last 12 months.

Is the F5 tech stack changing?

Yes. New Relic, CAPA, Adobe Photoshop, Windows Server first appeared in F5 job postings in the last six months.

How modern is the F5 tech stack?

F5 scores 78 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: 8; 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 333 postings of the last 12 months and were updated on Nov 12, 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: 318 technologies from 333 job postings", as of Nov 12, 2026. https://alion.io/company/ffive/technologies

Licence: CC BY-SA 4.0JSON