SambaNova Systems
LLM & Generative AI · Servers & Data Center Hardware

SambaNova Systems tech stack

SambaNova Systems builds mostly with Python, C++, Rust, SystemVerilog. Its stack also includes Kubernetes, Linux, SGLang, PyTorch. Python is named in 51 of the 77 job postings SambaNova Systems published in the last 12 months (66%). Counted by Alion from the job postings of SambaNova Systems, updated Nov 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 11, 2026
Technologies in use
166
Postings analysed
77
Open now
57
Modernity
79 /100
New in 6 months
8

What programming languages does SambaNova Systems use?

Python is named in 66% of job postings at SambaNova Systems, followed by C++ (27%), Rust (16%), SystemVerilog (16%).

Python 51 66% required in 96% · 42 open now · since Nov 2025
C++ 21 27% required in 90% · 16 open now · since Nov 2025
Rust 12 16% required in 100% · 12 open now · since Nov 2025
SystemVerilog 12 16% required in 92% · 7 open now · since Aug 2026
Go 10 13% required in 100% · 10 open now · since Nov 2025
Perl 5 6% required in 100% · 4 open now · since Apr 2026
SQL 4 5% required in 50% · 2 open now · since Nov 2025
Java 2 3% required in 100% · 2 open now · since Nov 2025
Show all (14)
C2
Verilog2
TypeScript1
Bash1
JavaScript1
PHP1

What frameworks and libraries does SambaNova Systems use?

SGLang is named in 18% of job postings at SambaNova Systems, followed by PyTorch (12%), CUDA (9%), TensorRT-LLM (8%).

SGLang 14 18% required in 57% · 14 open now · since Nov 2025
PyTorch 9 12% required in 89% · 8 open now · since Nov 2025
CUDA 7 9% required in 57% · 6 open now · since Nov 2025
TensorRT-LLM 6 8% required in 50% · 6 open now · since Jun 2026
UVM 5 6% required in 100% · 3 open now · since Aug 2026
DSPy 4 5% required in 100% · 4 open now · since Jul 2026
JAX 4 5% required in 100% · 3 open now · since Nov 2025
TensorFlow 4 5% required in 100% · 3 open now · since Nov 2025
Show all (32)
LangChain4
Triton4
LlamaIndex3
TensorFlow C++3
MLIR3
DeepSpeed3
Megatron-LM3
Apache TVM2
NCCL2
XLA2
OpenCL2
Ray2
cuDNN2
CrewAI1
LangGraph1
Next.js1
OpenAI Agents SDK1
React.js1
FSDP1
MPI1
NumPy1
Pandas1
ROCm1
Transformers1

What databases does SambaNova Systems use?

Memcached is named in 3% of job postings at SambaNova Systems, followed by Redis (3%).

Memcached 2 3% optional · 2 open now · since Nov 2025
Redis 2 3% optional · 2 open now · since Nov 2025

What cloud and platforms does SambaNova Systems use?

Kubernetes is named in 25% of job postings at SambaNova Systems, followed by Linux (19%), vLLM (19%), AWS (13%).

Kubernetes 19 25% required in 79% · 17 open now · since Nov 2025
Linux 15 19% required in 87% · 10 open now · since Nov 2025
vLLM 15 19% required in 40% · 14 open now · since Nov 2025
AWS 10 13% required in 90% · 10 open now · since Nov 2025
Azure 8 10% required in 100% · 8 open now · since Nov 2025
GCP 8 10% required in 100% · 8 open now · since Nov 2025
Grafana 7 9% required in 57% · 7 open now · since Nov 2025
GitHub 4 5% required in 50% · 3 open now · since Nov 2025
Show all (29)
OpenAI4
Datadog3
GitHub Actions3
Amazon EKS2
Google GKE2
Hugging Face2
Red Hat2
GitLab CI2
Istio2
Linkerd2
Anthropic1
Cerebras1
Figma1
Microsoft Entra ID1
Okta1
Unix1
Windows1
LiveKit1
Looker1
Power BI1
Tableau1

What developer tools does SambaNova Systems use?

TensorRT is named in 12% of job postings at SambaNova Systems, followed by TPU (10%), Docker (9%), Jenkins (9%).

TensorRT 9 12% required in 11% · 8 open now · since Nov 2025
TPU 8 10% required in 50% · 7 open now · since Apr 2026
Docker 7 9% required in 100% · 6 open now · since Nov 2025
Jenkins 7 9% required in 57% · 6 open now · since Nov 2025
Prometheus 7 9% required in 57% · 7 open now · since Nov 2025
Helm 7 9% required in 43% · 7 open now · since Jun 2026
Terraform 6 8% required in 100% · 6 open now · since Nov 2025
InfiniBand 5 6% required in 80% · 4 open now · since Jun 2026
Show all (38)
ArgoCD5
Ansible4
Git4
NVLink3
Canva2
CloudFormation2
Microsoft Excel2
Cadence Allegro2
LLVM2
AWS Trainium1
Ansys HFSS1
Ansys SIwave1
CMake1
Cadence Genus1
Cadence Palladium1
Cadence Sigrity1
GCC1
Groq1
KVM1
Keysight ADS1
Model Context Protocol1
OpenRouter1
SLURM1
Siemens Veloce1
Synopsys ZeBu1
Tessent1
WordPress1
Formal Verification1
SolidWorks1
WebRTC1

What AI and ML technologies does SambaNova Systems use?

LLM is named in 30% of job postings at SambaNova Systems, followed by Claude (13%), Llama (8%), Qwen (8%).

LLM 23 30% required in 74% · 19 open now · since Nov 2025
Claude 10 13% required in 10% · 6 open now · since Jul 2026
Llama 6 8% required in 83% · 4 open now · since Nov 2025
Qwen 6 8% required in 83% · 4 open now · since Nov 2025
DeepSeek 5 6% required in 80% · 3 open now · since Nov 2025
Gemma 2 3% required in 100% · 1 open now · since Aug 2026
LoRA 1 1% required in 100% · 1 open now · since Sep 2026
Mamba 1 1% required in 100% · 1 open now · since Oct 2026
Show all (10)
MiniMax1
PEFT1

Which engineering practices does SambaNova Systems ask for?

Machine Learning is named in 25% of job postings at SambaNova Systems, followed by AI Agents (14%), HPC (13%), Quantization (12%).

Machine Learning 19 25% required in 84% · 12 open now · since Nov 2025
AI Agents 11 14% required in 73% · 8 open now · since Jul 2026
HPC 10 13% required in 80% · 8 open now · since Mar 2026
Quantization 9 12% required in 100% · 8 open now · since Nov 2025
Fine-tuning 8 10% required in 100% · 7 open now · since Jul 2026
CI/CD 7 9% required in 57% · 7 open now · since Nov 2025
Speculative Decoding 6 8% required in 100% · 6 open now · since Jun 2026
Function Calling 6 8% required in 83% · 6 open now · since Jun 2026
Show all (41)
Prompt Caching6
Multi-Agent Systems4
RAG4
Mixture of Experts4
Prompt Engineering4
Multimodal AI4
DNS3
TCP/IP3
BGP2
IAM2
Knowledge Distillation2
LLM Guardrails2
Model Distillation2
Reinforcement Learning2
SLI/SLO/SLA2
Post-training2
Service Mesh2
Agentic Workflows1
OCR1
Reward Modeling1
Speech Recognition1
Structured Outputs1
Synthetic Data1
Text-to-Speech1
Tokenization1
Tokenomics1
VLAN1
VPN1
Voice Agents1
DPO1
GRPO1
LLM Evaluation1

And 1 more, each named in fewer postings.

What does each SambaNova Systems team work with?

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

Hardware

16 postings
Python14
SystemVerilog11
C++5
UVM5
Linux4
Git3

Industrial Engineering

10 postings
Python8
C++4
Perl3
LLM2

AI/ML

8 postings
Python6
PyTorch5
JAX4
LLM4
TensorFlow4
C++3

DevOps

6 postings
AWS5
Azure5
GCP5
Kubernetes5
Python5
Terraform5

Solutions

6 postings
LLM5
DSPy4
Kubernetes4
Python4
AWS3
Azure3

Backend

6 postings
Go6
Python6
Rust6
C++3
Helm3
Kubernetes3

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How much does SambaNova Systems pay by technology?

Median stated pay of the postings that name each technology, against the median of all SambaNova Systems postings with stated pay: $240k across 66 postings.

TechnologyPostings with payMedianvs company median
Python45$230k−4%
LLM20$200k−17%
C++17$197k−18%
Kubernetes16$133k−45%
SGLang13$197k−18%
SystemVerilog12$255k+6%
vLLM12$243k+1%
Rust12$164k−31%
Linux11$196k−18%
Claude10$255k+6%

How is the SambaNova Systems 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
Apache TVMOct 2026
XLAOct 2026
Hugging FaceOct 2026
Knowledge DistillationSep 2026
Model DistillationSep 2026
CanvaSep 2026
OpenAISep 2026
MLIRSep 2026
Rising
SystemVerilog0% → 21%
PyTorch0% → 14%
Machine Learning14% → 27%
Linux7% → 20%
Claude7% → 16%
UVM0% → 9%
Mixture of Experts0% → 7%
OpenAI0% → 7%
Falling
LLM50% → 27%
Fine-tuning29% → 7%
Docker21% → 4%
Azure21% → 5%
GCP21% → 5%
Kubernetes36% → 21%
TPU21% → 7%
SGLang29% → 16%
Not named for 6 months
CApr 2026

How modern is the SambaNova Systems stack?

Cutting-edge AI adopter 79/100

SambaNova Systems scores 79 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: 10; legacy ones: 0.

How common is the SambaNova Systems stack in its industry?

Share of the 755 companies in the same industries, whose stack Alion knows, that use each technology.

Python72%
LLM48%
C++47%
Kubernetes45%
Linux49%
vLLM24%
SGLang18%
Rust24%
SystemVerilog19%
AWS42%

What sets SambaNova Systems apart

DSPy1%

Questions about the SambaNova Systems tech stack

What programming languages does SambaNova Systems use?

The languages named in SambaNova Systems job postings are Python (66%), C++ (27%), Rust (16%), SystemVerilog (16%), Go (13%), as a share of the 77 postings of the last 12 months.

Does SambaNova Systems use SGLang?

Yes. SGLang is named in 14 of 77 job postings (18%) and required in 8 of them.

What cloud and platforms does SambaNova Systems use?

The cloud and platforms named in SambaNova Systems job postings are Kubernetes (19), Linux (15), vLLM (15) (postings in brackets).

What skills do you need for a Hardware job at SambaNova Systems?

Hardware postings at SambaNova Systems most often require Python (14), SystemVerilog (11), C++ (5), UVM (5), out of 16 postings in the last 12 months.

Is the SambaNova Systems tech stack changing?

Yes. Apache TVM, XLA, Hugging Face, Knowledge Distillation first appeared in SambaNova Systems job postings in the last six months.

How modern is the SambaNova Systems tech stack?

SambaNova Systems scores 79 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: 10; legacy ones: 0.

How does Alion know the SambaNova Systems tech stack?

Alion reads every job posting SambaNova Systems publishes and tags the technologies each one names. The figures on this page count the 77 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, "SambaNova Systems tech stack: 166 technologies from 77 job postings", as of Nov 11, 2026. https://alion.io/company/sambanova/technologies

Licence: CC BY-SA 4.0JSON