Lightning AI tech stack

Lightning AI builds mostly with Python, Go, SQL, Rust. Its stack also includes PyTorch, Kubernetes, Linux, Ray. PyTorch is named in 51 of the 51 job postings Lightning AI published in the last 12 months (100%). Counted by Alion from the job postings of Lightning AI, updated Sep 27, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 27, 2026
Technologies in use
99
Postings analysed
51
Open now
43
Modernity
84 /100
New in 6 months
8

What programming languages does Lightning AI use?

Python is named in 43% of job postings at Lightning AI, followed by Go (20%), SQL (8%), Rust (6%).

Python 22 43% required in 86% · 21 open now · since Aug 2021
Go 10 20% required in 100% · 9 open now · since Aug 2021
SQL 4 8% required in 75% · 4 open now · since Jul 2026
Rust 3 6% required in 100% · 2 open now · since Aug 2026
Java 2 4% required in 100% · 2 open now · since Sep 2026
TypeScript 1 2% required in 100% · 1 open now · since Jun 2024
JavaScript 1 2% optional · 1 open now · since Aug 2021

What frameworks and libraries does Lightning AI use?

PyTorch is named in 100% of job postings at Lightning AI, followed by Ray (12%), CUDA (8%), NCCL (8%).

PyTorch 51 100% required in 25% · 43 open now · since Aug 2021
Ray 6 12% required in 17% · 6 open now · since May 2026
CUDA 4 8% required in 100% · 4 open now · since Jul 2024
NCCL 4 8% required in 100% · 4 open now · since May 2026
OpenTelemetry 3 6% required in 100% · 3 open now · since May 2026
DeepSpeed 1 2% required in 100% · 1 open now · since Jul 2024
FSDP 1 2% required in 100% · 1 open now · since Jul 2024
Megatron-LM 1 2% required in 100% · 1 open now · since Aug 2026
Show all (16)
React.js1
SGLang1
TRL1
TensorFlow1
Transformers1
Triton1
LangChain1
LangGraph1

What databases does Lightning AI use?

BigQuery is named in 6% of job postings at Lightning AI, followed by Google BigQuery (6%), Snowflake (2%).

BigQuery 3 6% required in 67% · 3 open now · since Jul 2026
Google BigQuery 3 6% required in 67% · 3 open now · since Jul 2026
Snowflake 1 2% required in 100% · 1 open now · since Aug 2026

What cloud and platforms does Lightning AI use?

Kubernetes is named in 31% of job postings at Lightning AI, followed by Linux (22%), AWS (18%), GCP (14%).

Kubernetes 16 31% required in 88% · 15 open now · since Apr 2026
Linux 11 22% required in 100% · 10 open now · since May 2026
AWS 9 18% required in 100% · 8 open now · since Apr 2026
GCP 7 14% required in 100% · 6 open now · since Apr 2026
Azure 6 12% required in 100% · 5 open now · since Apr 2026
Grafana 5 10% required in 100% · 4 open now · since May 2026
CUDA Toolkit 4 8% required in 100% · 4 open now · since Jul 2024
Hugging Face 3 6% required in 67% · 3 open now · since Jul 2024
Show all (25)
Kubeflow3
Amazon S32
Ubuntu2
Looker2
vLLM2
Databricks1
Datadog1
Figma1
Google AI Studio1
IBM QRadar1
Qualys Cloud Platform1
SIEM1
Splunk1
Anthropic1
Apollo1
MLFlow1
OpenAI1

What developer tools does Lightning AI use?

InfiniBand is named in 16% of job postings at Lightning AI, followed by Terraform (14%), SLURM (14%), Prometheus (12%).

InfiniBand 8 16% required in 75% · 8 open now · since May 2026
Terraform 7 14% required in 100% · 7 open now · since May 2026
SLURM 7 14% required in 29% · 7 open now · since May 2026
Prometheus 6 12% required in 100% · 6 open now · since May 2026
Ansible 4 8% required in 100% · 4 open now · since May 2026
Docker 4 8% required in 100% · 3 open now · since May 2026
CloudFormation 2 4% required in 100% · 2 open now · since Sep 2026
Microsoft Excel 2 4% required in 100% · 1 open now · since Jun 2026
Show all (21)
TensorRT2
dbt2
ArgoCD1
Crossplane1
Cursor1
Git1
Helm1
Kustomize1
NVLink1
Nessus1
Rest API1
gRPC1
Fivetran1

What AI and ML technologies does Lightning AI use?

LLM is named in 4% of job postings at Lightning AI, followed by Claude (2%), PEFT (2%).

LLM 2 4% required in 100% · 2 open now · since Apr 2026
Claude 1 2% required in 100% · 1 open now · since Jul 2026
PEFT 1 2% required in 100% · 1 open now · since Aug 2026

Which engineering practices does Lightning AI ask for?

Platform Engineering is named in 25% of job postings at Lightning AI, followed by HPC (18%), Machine Learning (14%), CI/CD (10%).

Platform Engineering 13 25% required in 77% · 12 open now · since May 2026
HPC 9 18% required in 100% · 8 open now · since Apr 2026
Machine Learning 7 14% required in 100% · 7 open now · since Aug 2021
CI/CD 5 10% required in 100% · 4 open now · since Aug 2021
AI Agents 4 8% required in 100% · 4 open now · since Jul 2026
Fine-tuning 4 8% required in 100% · 4 open now · since Apr 2026
GitOps 3 6% required in 100% · 3 open now · since May 2026
BGP 2 4% required in 100% · 2 open now · since Jun 2026
Show all (24)
Function Calling2
Post-training2
Reinforcement Learning2
SFT2
Tool Use2
DPO1
ETL/ELT1
GRPO1
LLM Guardrails1
Layer 21
PPO1
RAG1
RLHF1
Red Teaming1
Reward Modeling1
SLI/SLO/SLA1

What does each Lightning AI team work with?

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

AI/ML

7 postings
PyTorch5
CUDA4
CUDA Toolkit4
Kubernetes4
Linux4
Python4

DevOps

6 postings
Python5
Linux4
Go3
Kubernetes3
AWS2
Ansible2

Backend

6 postings
Go6
Kubernetes6
Python6
AWS5
Azure5
GCP5

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How much does Lightning AI pay by technology?

Median stated pay of the postings that name each technology, against the median of all Lightning AI postings with stated pay: $220k across 45 postings.

TechnologyPostings with payMedianvs company median
PyTorch45$220k0%
Python20$220k0%
Kubernetes14$236k+7%
Go9$250k+14%
AWS8$233k+6%
Linux8$205k−7%
GCP7$245k+11%
Azure6$236k+7%
Ray5$250k+14%

How is the Lightning AI 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
CloudFormationSep 2026
JavaSep 2026
RustAug 2026
Function CallingAug 2026
Tool UseAug 2026
AI AgentsJul 2026
BigQueryJul 2026
Google BigQueryJul 2026
Rising
GCP6% → 18%
AI Agents0% → 12%
SQL0% → 12%
Platform Engineering19% → 29%
Azure6% → 15%
Rust0% → 9%
BigQuery0% → 9%
Google BigQuery0% → 9%
Falling
Linux50% → 9%
InfiniBand38% → 6%
Ray31% → 3%
Grafana25% → 3%
HPC31% → 12%
Prometheus25% → 6%
OpenTelemetry19% → 0%
Kubeflow19% → 0%

How modern is the Lightning AI stack?

Cutting-edge AI adopter 84/100

Lightning AI scores 84 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: 3; legacy ones: 0.

How common is the Lightning AI stack in its industry?

Share of the 229 companies in the same industries, whose stack Alion knows, that use each technology.

PyTorch37%
Python78%
Kubernetes66%
Linux45%
Go43%
AWS57%
GCP47%
Azure44%
Ray17%
Grafana31%

Lightning AI products in its job postings

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

PyTorch Lightning51
Lightning Fabric1

Questions about the Lightning AI tech stack

What programming languages does Lightning AI use?

The languages named in Lightning AI job postings are Python (43%), Go (20%), SQL (8%), Rust (6%), Java (4%), as a share of the 51 postings of the last 12 months.

Does Lightning AI use PyTorch?

Yes. PyTorch is named in 51 of 51 job postings (100%) and required in 13 of them.

What cloud and platforms does Lightning AI use?

The cloud and platforms named in Lightning AI job postings are Kubernetes (16), Linux (11), AWS (9) (postings in brackets).

What skills do you need for a AI/ML job at Lightning AI?

AI/ML postings at Lightning AI most often require PyTorch (5), CUDA (4), CUDA Toolkit (4), Kubernetes (4), out of 7 postings in the last 12 months.

Is the Lightning AI tech stack changing?

Yes. CloudFormation, Java, Rust, Function Calling first appeared in Lightning AI job postings in the last six months.

How modern is the Lightning AI tech stack?

Lightning AI scores 84 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: 3; legacy ones: 0.

How does Alion know the Lightning AI tech stack?

Alion reads every job posting Lightning AI publishes and tags the technologies each one names. The figures on this page count the 51 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, "Lightning AI tech stack: 99 technologies from 51 job postings", as of Sep 27, 2026. https://alion.io/company/lightning-ai/technologies

Licence: CC BY-SA 4.0JSON