NVIDIA
Computer Components · Servers & Data Center Hardware

NVIDIA tech stack

NVIDIA builds mostly with Python, C++, Perl, Verilog. Its stack also includes Linux, Kubernetes, PyTorch, TensorFlow. Python is named in 2,006 of the 3,681 job postings NVIDIA published in the last 12 months (54%). Counted by Alion from the job postings of NVIDIA, updated Nov 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 11, 2026
Technologies in use
653
Postings analysed
3,681
Open now
2,199
Modernity
75 /100
New in 6 months
8

What programming languages does NVIDIA use?

Python is named in 54% of job postings at NVIDIA, followed by C++ (36%), Perl (10%), Verilog (6%).

Python 2006 54% required in 93% · 1171 open now · since Feb 2025
C++ 1312 36% required in 93% · 792 open now · since Feb 2025
Perl 355 10% required in 85% · 221 open now · since May 2025
Verilog 224 6% required in 92% · 139 open now · since Nov 2024
SystemVerilog 186 5% required in 95% · 120 open now · since Nov 2024
Rust 145 4% required in 98% · 90 open now · since Sep 2025
SQL 144 4% required in 92% · 73 open now · since Apr 2026
Bash 137 4% required in 95% · 81 open now · since Apr 2025
Show all (45)
Go127
C109
Java97
JavaScript96
MATLAB57
TypeScript56
SystemC31
C#30
Node JS27
VHDL25
Fortran24
Ada21
Assembly18
PowerShell17
Ruby14
OpenQASM12
Scala11
Groovy9
Embedded C6
ABAP5
Apex5
Nim4
PHP4
HLSL3
Lua3
Slang3
Cython3
GLSL2
Haskell2
Prolog2
TCL Scripting2
Erlang1

And 5 more, each named in fewer postings.

What frameworks and libraries does NVIDIA use?

PyTorch is named in 12% of job postings at NVIDIA, followed by TensorFlow (5%), UVM (4%), Triton (3%).

PyTorch 450 12% required in 90% · 252 open now · since Dec 2024
TensorFlow 169 5% required in 95% · 87 open now · since Dec 2024
UVM 137 4% required in 95% · 90 open now · since Nov 2024
Triton 128 3% required in 93% · 76 open now · since Nov 2025
JAX 125 3% required in 94% · 71 open now · since Dec 2025
TensorFlow C++ 107 3% required in 94% · 56 open now · since Jul 2025
SGLang 104 3% required in 95% · 65 open now · since Nov 2025
MPI 74 2% required in 97% · 46 open now · since Jul 2025
Show all (116)
LangChain70
Transformers70
OpenGL65
OpenCL65
MLIR59
OpenTelemetry52
Isaac Lab51
ROS47
React.js39
LangGraph35
XLA31
CUTLASS29
MuJoCo29
Ray25
Pthreads23
Apache TVM20
Pytest19
NumPy17
ROS217
LlamaIndex16
CrewAI16
FSDP15
AutoGen13
Angular11
GStreamer10
STL10
SciPy10
Scikit-learn10
Dask10
Pandas10
Unity9
FastAPI9

And 76 more, each named in fewer postings.

What databases does NVIDIA use?

ElasticSearch is named in 1% of job postings at NVIDIA, followed by MySQL (1%), PostgreSQL (<1%), Delta Lake (<1%).

ElasticSearch 26 1% required in 88% · 8 open now · since Jun 2026
MySQL 23 1% required in 100% · 9 open now · since Apr 2026
PostgreSQL 18 <1% required in 94% · 6 open now · since Aug 2026
Delta Lake 15 <1% required in 87% · 7 open now · since Jun 2026
Redis 14 <1% required in 100% · 6 open now · since Aug 2026
Snowflake 11 <1% required in 82% · 7 open now · since Aug 2026
ClickHouse 9 <1% required in 100% · 5 open now · since May 2026
OpenSearch 9 <1% required in 100% · 4 open now · since May 2026
Show all (30)
InfluxDB6
Milvus6
Apache Iceberg4
Cassandra4
DynamoDB4
MS SQL4
SAP BW3
SAP HANA3
Amazon Redshift2
Oracle2
Pinecone2
Presto2
SQLite2
Google BigQuery1
LanceDB1
MariaDB1
Neo4j1
Qdrant1
Realm1
RocksDB1
Weaviate1
Amazon Aurora1

What cloud and platforms does NVIDIA use?

Linux is named in 29% of job postings at NVIDIA, followed by Kubernetes (18%), AWS (5%), Windows (5%).

Linux 1055 29% required in 94% · 613 open now · since Feb 2025
Kubernetes 646 18% required in 94% · 351 open now · since Dec 2024
AWS 185 5% required in 91% · 85 open now · since Dec 2024
Windows 166 5% required in 94% · 92 open now · since Aug 2025
Azure 155 4% required in 92% · 71 open now · since Dec 2024
vLLM 149 4% required in 98% · 92 open now · since Nov 2025
GCP 145 4% required in 92% · 66 open now · since Dec 2024
Grafana 128 3% required in 91% · 62 open now · since May 2026
Show all (106)
GitHub92
GitLab72
Unix65
RTOS63
Spark58
GitLab CI51
Ubuntu46
Power BI46
Databricks43
VMWare40
Hugging Face39
Amazon S336
CentOS Stream35
Red Hat35
Tableau34
DirectX31
OpenAI29
Apache Kafka29
LocalAI27
OpenShift26
Datadog24
GitHub Actions23
Kibana19
Splunk16
Ollama15
LDAP13
Amazon EKS11
Debian10
Active Directory9
Microsoft Entra ID8
PagerDuty8
Kubeflow8

And 66 more, each named in fewer postings.

What developer tools does NVIDIA use?

InfiniBand is named in 10% of job postings at NVIDIA, followed by Docker (8%), SLURM (6%), Ansible (5%).

InfiniBand 374 10% required in 93% · 233 open now · since Feb 2025
Docker 309 8% required in 91% · 160 open now · since Dec 2024
SLURM 204 6% required in 94% · 121 open now · since Apr 2025
Ansible 176 5% required in 95% · 95 open now · since Jun 2025
Git 172 5% required in 92% · 94 open now · since Nov 2025
Jenkins 151 4% required in 93% · 81 open now · since Jan 2026
Prometheus 111 3% required in 95% · 55 open now · since Mar 2026
Terraform 99 3% required in 95% · 42 open now · since Jan 2026
Show all (200)
Cursor96
Model Context Protocol86
KVM73
LLVM63
Rest API57
Claude Code55
Formal Verification52
OpenAI Codex52
Gerrit45
Copilot43
Helm42
OpenMP39
Puppet38
JMP38
OpenStack38
ArgoCD34
gRPC31
QEMU29
ANSYS27
Synopsys Verdi27
Synopsys HSPICE26
Cadence Allegro25
Microsoft Excel25
Hyper-V23
Cadence Virtuoso22
Chef22
Synopsys PrimeTime22
SolidWorks21
ONNX20
llama.cpp20
Wireshark20
CMake17

And 160 more, each named in fewer postings.

What AI and ML technologies does NVIDIA use?

LLM is named in 13% of job postings at NVIDIA, followed by Claude (2%), VLM (1%), ChatGPT (1%).

LLM 495 13% required in 93% · 284 open now · since Dec 2024
Claude 83 2% required in 95% · 40 open now · since Dec 2025
VLM 45 1% required in 91% · 29 open now · since Jan 2026
ChatGPT 24 1% required in 96% · 15 open now · since Jun 2025
PEFT 19 1% required in 58% · 14 open now · since May 2026
LoRA 17 <1% required in 100% · 12 open now · since May 2026
Llama 14 <1% required in 100% · 4 open now · since Mar 2026
DeepSeek 13 <1% required in 100% · 9 open now · since Jan 2026
Show all (22)
Gaussian Splatting11
Qwen10
BERT8
MiniMax5
QLoRA5
Mistral4
Flash Attention3
Gemma3
Vision Transformer3
Gemini1
Mamba1
Stable Diffusion1
Whisper1
CLIP1

Which engineering practices does NVIDIA ask for?

HPC is named in 19% of job postings at NVIDIA, followed by AI Agents (18%), Machine Learning (15%), CI/CD (13%).

HPC 707 19% required in 93% · 405 open now · since Feb 2025
AI Agents 663 18% required in 96% · 403 open now · since Jul 2025
Machine Learning 552 15% required in 95% · 324 open now · since May 2025
CI/CD 461 13% required in 94% · 242 open now · since Nov 2025
Computer Vision 178 5% required in 96% · 110 open now · since Nov 2025
Multimodal AI 164 4% required in 95% · 106 open now · since Jan 2026
RAG 164 4% required in 93% · 94 open now · since Dec 2024
Reinforcement Learning 145 4% required in 92% · 103 open now · since Nov 2025
Show all (132)
Digital Twin129
Agentic Workflows127
Fine-tuning122
Synthetic Data113
TCP/IP106
Physical AI105
Post-training103
Function Calling97
Reinforcement Learning86
BGP79
Quantization78
Platform Engineering66
Edge AI62
GitOps60
Configuration Management51
World Models48
DNS47
OSPF47
DHCP46
Multi-Agent Systems45
Sim-to-Real45
LLM Guardrails42
Incident Management40
ETL/ELT39
Recommender Systems39
Knowledge Distillation38
Pre-training35
Speech Recognition34
Anomaly Detection32
Sensor Fusion32
Time Series31
Embodied AI31

And 92 more, each named in fewer postings.

What other technologies does NVIDIA use?

ABAP Objects is named in <1% of job postings at NVIDIA, followed by CDS Views (<1%).

ABAP Objects 1 <1% required in 100% · 1 open now · since Nov 2026
CDS Views 1 <1% required in 100% · since Jul 2026

What does each NVIDIA team work with?

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

Hardware

594 postings
Python297
C++188
Verilog183
Perl180
SystemVerilog164
UVM120

Backend

511 postings
Python309
C++250
Linux219
Kubernetes169
LLM76
Rust72

AI/ML

469 postings
Python297
C++278
PyTorch146
LLM132
Linux75
Kubernetes53

DevOps

448 postings
Python292
Linux244
C++161
Kubernetes139
Docker73
Ansible66

Product

277 postings
Kubernetes50
LLM49
PyTorch29
Triton26
GitHub22
Docker19

Industrial Engineering

261 postings
Python123
Perl40
InfiniBand38
MATLAB15
JMP14
ANSYS12

See the open roles

How does your stack fit NVIDIA?

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

How much does NVIDIA pay by technology?

Median stated pay of the postings that name each technology, against the median of all NVIDIA postings with stated pay: $270k across 1,979 postings.

TechnologyPostings with payMedianvs company median
Python1087$265k−2%
C++732$265k−2%
Linux511$270k0%
Kubernetes370$288k+6%
PyTorch289$288k+6%
LLM284$288k+6%
Perl178$219k−19%
AWS118$288k+6%
TensorFlow113$288k+6%
Verilog98$219k−19%

How is the NVIDIA 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
Autonomous NavigationNov 2026
OPC UAOct 2026
AutoGPTOct 2026
JTAG DebuggersOct 2026
ASP.NET CoreOct 2026
U-BootOct 2026
JFrog ArtifactorySep 2026
NixOSSep 2026
Rising
Reinforcement Learning2% → 5%
Agentic Workflows2% → 5%
Falling
Verilog9% → 4%
Not named for 6 months
PyBind11May 2026

How modern is the NVIDIA stack?

Cutting-edge AI adopter 75/100

NVIDIA scores 75 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: 22; legacy ones: 0.

How common is the NVIDIA stack in its industry?

Share of the 380 companies in the same industries, whose stack Alion knows, that use each technology.

Python70%
C++62%
Linux60%
Kubernetes31%
LLM37%
PyTorch34%
Perl30%
Verilog38%
SystemVerilog36%
AWS27%

What sets NVIDIA apart

OpenGL4%
Isaac Lab2%
DirectX3%

NVIDIA products in its job postings

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

Triton Inference Server41
TensorRT211
NeMo Guardrails6
TensorRT-LLM131
NVIDIA Drive49
NVIDIA Omniverse18
Isaac Gym3
Isaac Sim76
NVIDIA JetPack1
NVIDIA PhysX14
NVIDIA cuQuantum12
RAPIDS57
cuDF13
cuML1
NVIDIA OptiX1
DLSS SDK10
NVIDIA NIM21
CUDA789
Megatron-LM54
NVIDIA NeMo170
NCCL171
NVLink228
cuDNN44

Questions about the NVIDIA tech stack

What programming languages does NVIDIA use?

The languages named in NVIDIA job postings are Python (54%), C++ (36%), Perl (10%), Verilog (6%), SystemVerilog (5%), as a share of the 3,681 postings of the last 12 months.

Does NVIDIA use PyTorch?

Yes. PyTorch is named in 450 of 3,681 job postings (12%) and required in 403 of them.

What cloud and platforms does NVIDIA use?

The cloud and platforms named in NVIDIA job postings are Linux (1055), Kubernetes (646), AWS (185) (postings in brackets).

What skills do you need for a Hardware job at NVIDIA?

Hardware postings at NVIDIA most often require Python (297), C++ (188), Verilog (183), Perl (180), out of 594 postings in the last 12 months.

Is the NVIDIA tech stack changing?

Yes. Autonomous Navigation, OPC UA, AutoGPT, JTAG Debuggers first appeared in NVIDIA job postings in the last six months.

How modern is the NVIDIA tech stack?

NVIDIA scores 75 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: 22; legacy ones: 0.

How does Alion know the NVIDIA tech stack?

Alion reads every job posting NVIDIA publishes and tags the technologies each one names. The figures on this page count the 3,681 postings of the last 12 months and were updated on Nov 11, 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, "NVIDIA tech stack: 653 technologies from 3,681 job postings", as of Nov 11, 2026. https://alion.io/company/nvidia/technologies

Licence: CC BY-SA 4.0JSON