Lightning AI
AI Compute & Inference · AI Development Tools

Lightning AI tech stack

Lightning AI builds mostly with Python, Go, SQL, Bash. Its stack also includes PyTorch, Kubernetes, Linux, Ray. PyTorch is named in 71 of the 71 job postings Lightning AI published in the last 12 months (100%). Counted by Alion from the job postings of Lightning AI, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
102
Postings analysed
71
Open now
44
Modernity
84 /100
New in 6 months
8

What programming languages does Lightning AI use?

Python is named in 34% of job postings at Lightning AI, followed by Go (15%), SQL (6%), Bash (4%).

Python 24 34% required in 88% · 18 open now · since Apr 2026
Go 11 15% required in 100% · 9 open now · since Apr 2026
SQL 4 6% required in 75% · since Jul 2026
Bash 3 4% required in 100% · 3 open now · since May 2026
Rust 3 4% required in 100% · 2 open now · since Aug 2026
Java 2 3% required in 100% · 2 open now · since Sep 2026
TypeScript 1 1% required in 100% · since Jun 2024
JavaScript 1 1% optional · since Jun 2024

What frameworks and libraries does Lightning AI use?

PyTorch is named in 100% of job postings at Lightning AI, followed by Ray (8%), CUDA (7%), NCCL (6%).

PyTorch 71 100% required in 21% · 44 open now · since Jun 2024
Ray 6 8% required in 17% · 4 open now · since May 2026
CUDA 5 7% required in 100% · 4 open now · since Jul 2024
NCCL 4 6% required in 100% · 4 open now · since May 2026
OpenTelemetry 3 4% required in 100% · 3 open now · since May 2026
TensorFlow 2 3% required in 100% · 2 open now · since Apr 2026
DeepSpeed 1 1% required in 100% · since Jul 2024
FSDP 1 1% required in 100% · since Jul 2024
Show all (16)
Megatron-LM1
React.js1
SGLang1
TRL1
Transformers1
Triton1
LangChain1
LangGraph1

What databases does Lightning AI use?

Google BigQuery is named in 6% of job postings at Lightning AI, followed by Snowflake (3%).

Google BigQuery 4 6% required in 75% · 1 open now · since Jul 2026
Snowflake 2 3% required in 100% · 1 open now · since Aug 2026

What cloud and platforms does Lightning AI use?

Kubernetes is named in 24% of job postings at Lightning AI, followed by Linux (20%), AWS (11%), GCP (11%).

Kubernetes 17 24% required in 88% · 14 open now · since Apr 2026
Linux 14 20% required in 93% · 12 open now · since May 2026
AWS 8 11% required in 88% · 6 open now · since Apr 2026
GCP 8 11% required in 88% · 6 open now · since Apr 2026
Azure 6 8% required in 100% · 5 open now · since Apr 2026
Grafana 6 8% required in 100% · 4 open now · since May 2026
Hugging Face 4 6% required in 75% · 2 open now · since Jul 2024
vLLM 3 4% required in 67% · 1 open now · since Jul 2024
Show all (27)
Kubeflow3
Amazon S32
Datadog2
Looker2
Databricks1
Figma1
Google AI Studio1
IBM QRadar1
Qualys Cloud Platform1
SIEM1
Splunk1
Windows1
Anthropic1
Apollo1
GitHub1
MLFlow1
Microsoft Entra ID1
Okta1
OpenAI1

What developer tools does Lightning AI use?

InfiniBand is named in 14% of job postings at Lightning AI, followed by SLURM (14%), Ansible (7%), Terraform (7%).

InfiniBand 10 14% required in 50% · 9 open now · since May 2026
SLURM 10 14% required in 50% · 9 open now · since May 2026
Ansible 5 7% required in 100% · 5 open now · since May 2026
Terraform 5 7% required in 100% · 5 open now · since Jun 2026
Docker 4 6% required in 100% · 2 open now · since May 2026
Prometheus 4 6% required in 100% · 4 open now · since May 2026
NVLink 4 6% required in 25% · 4 open now · since May 2026
Rest API 3 4% required in 100% · 3 open now · since Jul 2026
Show all (21)
CloudFormation2
Microsoft Excel2
TensorRT2
dbt2
ArgoCD1
Crossplane1
Cursor1
Git1
Helm1
Kustomize1
Nessus1
gRPC1
Fivetran1

What AI and ML technologies does Lightning AI use?

LLM is named in 3% of job postings at Lightning AI, followed by Claude (1%), PEFT (1%).

LLM 2 3% required in 100% · 1 open now · since Apr 2026
Claude 1 1% required in 100% · since Jul 2026
PEFT 1 1% required in 100% · since Aug 2026

Which engineering practices does Lightning AI ask for?

HPC is named in 20% of job postings at Lightning AI, followed by Machine Learning (14%), Platform Engineering (11%), AI Agents (7%).

HPC 14 20% required in 79% · 11 open now · since Apr 2026
Machine Learning 10 14% required in 100% · 9 open now · since Jul 2024
Platform Engineering 8 11% required in 50% · 7 open now · since May 2026
AI Agents 5 7% required in 100% · 3 open now · since Jul 2026
CI/CD 5 7% required in 100% · 4 open now · since Jun 2024
Fine-tuning 4 6% required in 100% · 2 open now · since Apr 2026
GitOps 4 6% required in 25% · 4 open now · since May 2026
Configuration Management 3 4% optional · 3 open now · since May 2026
Show all (25)
BGP2
Function Calling2
Post-training2
Reinforcement Learning2
SFT2
DHCP1
DNS1
DPO1
Design Controls1
ETL/ELT1
GRPO1
Layer 21
PPO1
RAG1
RLHF1
Red Teaming1
Reward Modeling1

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.

DevOps

8 postings
Python6
Linux5
Go4
Kubernetes4
Ansible3
Bash3

AI/ML

6 postings
CUDA4
Linux4
PyTorch4
Grafana3
Kubernetes3
NCCL3

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: $219k across 64 postings.

TechnologyPostings with payMedianvs company median
PyTorch64$219k0%
Python22$221k+1%
Kubernetes15$221k+1%
Linux11$200k−8%
Go10$236k+8%
AWS8$233k+7%
GCP8$233k+7%
Azure6$236k+8%
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
SnowflakeAug 2026
RustAug 2026
Function CallingAug 2026
Rest APIJul 2026
AI AgentsJul 2026
Google BigQueryJul 2026
Falling
Python50% → 16%
Kubernetes33% → 13%
InfiniBand23% → 3%
Go23% → 9%
SLURM20% → 6%
CI/CD13% → 0%
Docker13% → 0%
Linux23% → 13%

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 361 companies in the same industries, whose stack Alion knows, that use each technology.

PyTorch39%
Python76%
Kubernetes60%
Linux47%
Go38%
AWS51%
GCP44%
Azure41%
Grafana29%
Ray16%

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 Lightning71
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 (34%), Go (15%), SQL (6%), Bash (4%), Rust (4%), as a share of the 71 postings of the last 12 months.

Does Lightning AI use PyTorch?

Yes. PyTorch is named in 71 of 71 job postings (100%) and required in 15 of them.

What cloud and platforms does Lightning AI use?

The cloud and platforms named in Lightning AI job postings are Kubernetes (17), Linux (14), AWS (8) (postings in brackets).

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

DevOps postings at Lightning AI most often require Python (6), Linux (5), Go (4), Kubernetes (4), out of 8 postings in the last 12 months.

Is the Lightning AI tech stack changing?

Yes. CloudFormation, Java, Snowflake, Rust 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 71 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, "Lightning AI tech stack: 102 technologies from 71 job postings", as of Nov 12, 2026. https://alion.io/company/lightning-ai/technologies

Licence: CC BY-SA 4.0JSON