fairlife
Dairy Products

fairlife tech stack

fairlife builds mostly with SQL, Python, Visual Basic. Its stack also includes Power BI, Azure, LangChain, LangGraph. SQL is named in 6 of the 45 job postings fairlife published in the last 12 months (13%). Counted by Alion from the job postings of fairlife, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
61
Postings analysed
45
Open now
25
Modernity
84 /100
New in 6 months
8

What programming languages does fairlife use?

SQL is named in 13% of job postings at fairlife, followed by Python (9%), Visual Basic (4%).

SQL 6 13% required in 100% · 2 open now · since Apr 2026
Python 4 9% required in 100% · 1 open now · since Jun 2026
Visual Basic 2 4% required in 100% · since May 2026

What frameworks and libraries does fairlife use?

LangChain is named in 4% of job postings at fairlife, followed by LangGraph (4%), AutoGen (2%), CrewAI (2%).

LangChain 2 4% required in 100% · since Aug 2026
LangGraph 2 4% required in 100% · since Aug 2026
AutoGen 1 2% required in 100% · since Aug 2026
CrewAI 1 2% required in 100% · since Aug 2026
Matplotlib 1 2% required in 100% · since Sep 2026
PyTorch 1 2% required in 100% · since Sep 2026
Scikit-learn 1 2% required in 100% · since Sep 2026
Seaborn 1 2% required in 100% · since Sep 2026
Show all (9)
TensorFlow1

What databases does fairlife use?

Delta Lake is named in 2% of job postings at fairlife, followed by Pinecone (2%), Weaviate (2%).

Delta Lake 1 2% required in 100% · since Jul 2026
Pinecone 1 2% required in 100% · since Aug 2026
Weaviate 1 2% required in 100% · since Aug 2026

What cloud and platforms does fairlife use?

Power BI is named in 11% of job postings at fairlife, followed by Azure (7%), AWS (4%), GCP (4%).

Power BI 5 11% required in 100% · 2 open now · since Apr 2026
Azure 3 7% required in 100% · since Jul 2026
AWS 2 4% required in 100% · since Aug 2026
GCP 2 4% required in 100% · since Aug 2026
Windows 2 4% required in 100% · since Sep 2026
Azure DevOps 1 2% required in 100% · since Jul 2026
Databricks 1 2% required in 100% · since Jul 2026
Kubeflow 1 2% required in 100% · since Sep 2026
Show all (13)
MLFlow1
Microsoft Entra ID1
Microsoft Fabric1
Spark1
Tableau1

What developer tools does fairlife use?

Microsoft Excel is named in 9% of job postings at fairlife, followed by Git (4%), Model Context Protocol (4%), AutoCAD (2%).

Microsoft Excel 4 9% required in 50% · 2 open now · since Jun 2026
Git 2 4% required in 100% · since Jul 2026
Model Context Protocol 2 4% required in 100% · since Jul 2026
AutoCAD 1 2% required in 100% · since Jun 2026
Azure Data Factory 1 2% required in 100% · since Jul 2026
Docker 1 2% required in 100% · since Aug 2026
LIMS 1 2% required in 100% · 1 open now · since Jul 2026
SolidWorks 1 2% required in 100% · 1 open now · since Jul 2026
Show all (9)
pySpark1

What AI and ML technologies does fairlife use?

ControlNet is named in 2% of job postings at fairlife, followed by LLM (2%), Stable Diffusion (2%).

ControlNet 1 2% required in 100% · since Aug 2026
LLM 1 2% required in 100% · since Sep 2026
Stable Diffusion 1 2% optional · since Aug 2026

Which engineering practices does fairlife ask for?

GMP is named in 67% of job postings at fairlife, followed by GLP (9%), Machine Learning (7%), RAG (7%).

GMP 30 67% required in 97% · 20 open now · since Nov 2025
GLP 4 9% required in 100% · 3 open now · since Jun 2026
Machine Learning 3 7% required in 100% · 1 open now · since Jun 2026
RAG 3 7% required in 100% · since Jul 2026
AI Agents 2 4% required in 100% · since Aug 2026
Agentic Workflows 2 4% required in 100% · since Aug 2026
CI/CD 2 4% required in 100% · since Jul 2026
Prompt Engineering 2 4% required in 100% · since Aug 2026
Show all (21)
Statistical Process Control2
Verification & Validation2
Anomaly Detection1
Design of Experiments1
Dimensional Modeling1
Fine-tuning1
Function Calling1
Human-in-the-Loop1
LLM Guardrails1
LLMOps1
Multi-Agent Systems1
SLI/SLO/SLA1
Semantic Search1

How does your stack fit fairlife?

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How is the fairlife 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
Statistical Process ControlNov 2026
WindowsSep 2026
Verification & ValidationSep 2026
AI AgentsAug 2026
AWSAug 2026
Agentic WorkflowsAug 2026
GCPAug 2026
LangChainAug 2026
Falling
GLP23% → 4%
SQL23% → 7%

How modern is the fairlife stack?

Cutting-edge AI adopter 84/100

fairlife 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: 1.

How common is the fairlife stack in its industry?

Share of the 137 companies in the same industries, whose stack Alion knows, that use each technology.

SQL34%
Power BI43%
Python25%
Azure14%
AWS7%
GCP7%
LangChain4%
LangGraph2%
Visual Basic1%
Windows29%

Questions about the fairlife tech stack

What programming languages does fairlife use?

The languages named in fairlife job postings are SQL (13%), Python (9%), Visual Basic (4%), as a share of the 45 postings of the last 12 months.

Does fairlife use LangChain?

Yes. LangChain is named in 2 of 45 job postings (4%) and required in 2 of them.

What cloud and platforms does fairlife use?

The cloud and platforms named in fairlife job postings are Power BI (5), Azure (3), AWS (2) (postings in brackets).

Is the fairlife tech stack changing?

Yes. Statistical Process Control, Windows, Verification & Validation, AI Agents first appeared in fairlife job postings in the last six months.

How modern is the fairlife tech stack?

fairlife 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: 1.

How does Alion know the fairlife tech stack?

Alion reads every job posting fairlife publishes and tags the technologies each one names. The figures on this page count the 45 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, "fairlife tech stack: 61 technologies from 45 job postings", as of Nov 12, 2026. https://alion.io/company/fairlife/technologies

Licence: CC BY-SA 4.0JSON