G2
Lead Generation · Online Reviews & Ratings

G2 tech stack

G2 builds mostly with Python, SQL, JavaScript, TypeScript. Its stack also includes Looker, AWS, Snowflake, React.js. Python is named in 15 of the 48 job postings G2 published in the last 12 months (31%). Counted by Alion from the job postings of G2, updated Nov 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 11, 2026
Technologies in use
92
Postings analysed
48
Open now
27
Modernity
85 /100
New in 6 months
8

What programming languages does G2 use?

Python is named in 31% of job postings at G2, followed by SQL (25%), JavaScript (15%), TypeScript (10%).

Python 15 31% required in 100% · 8 open now · since Mar 2026
SQL 12 25% required in 92% · 3 open now · since Mar 2026
JavaScript 7 15% required in 86% · 6 open now · since Jan 2026
TypeScript 5 10% required in 100% · 5 open now · since Jun 2026
Java 3 6% required in 100% · 2 open now · since Jul 2026
Apex 2 4% required in 100% · 1 open now · since Jul 2026
Go 2 4% required in 100% · 2 open now · since Aug 2026
Node JS 2 4% required in 100% · 2 open now · since Aug 2026
Show all (11)
Kotlin1
LookML1
Ruby1

What frameworks and libraries does G2 use?

React.js is named in 8% of job postings at G2, followed by FastAPI (6%), Hadoop (6%), Next.js (6%).

React.js 4 8% required in 100% · 4 open now · since Jun 2026
FastAPI 3 6% required in 100% · 3 open now · since Aug 2026
Hadoop 3 6% required in 100% · 2 open now · since Jul 2026
Next.js 3 6% required in 100% · 3 open now · since Jun 2026
Lightning Web Components 2 4% required in 100% · 1 open now · since Jul 2026
Chart.js 1 2% required in 100% · since Sep 2026
Flink 1 2% required in 100% · since Jun 2026
Hotwire 1 2% required in 100% · since Aug 2026
Show all (12)
Playwright1
Ruby on Rails1
Sidekiq1
Stimulus1

What databases does G2 use?

Snowflake is named in 19% of job postings at G2, followed by DynamoDB (6%), Google BigQuery (2%), PostgreSQL (2%).

Snowflake 9 19% required in 89% · 4 open now · since Jun 2026
DynamoDB 3 6% required in 100% · 2 open now · since Jul 2026
Google BigQuery 1 2% required in 100% · since Jun 2026
PostgreSQL 1 2% required in 100% · 1 open now · since Oct 2026

What cloud and platforms does G2 use?

Looker is named in 27% of job postings at G2, followed by AWS (21%), Tableau (15%), OpenAI (10%).

Looker 13 27% required in 85% · 7 open now · since Jul 2026
AWS 10 21% required in 100% · 7 open now · since Jun 2026
Tableau 7 15% required in 86% · 3 open now · since Jul 2026
OpenAI 5 10% required in 80% · 5 open now · since Jun 2026
Spark 4 8% required in 100% · 2 open now · since Jul 2026
Anthropic 4 8% required in 75% · 4 open now · since Jun 2026
Apache Kafka 4 8% required in 75% · 3 open now · since Jul 2026
Power BI 4 8% required in 75% · 2 open now · since Jul 2026
Show all (25)
AWS Lambda3
Airflow3
Amazon ECS3
Azure3
GCP3
Prefect3
AWS Step Functions2
Amazon SageMaker2
Kubernetes2
Linux2
Perplexity2
Unix2
Braze1
Cloudflare1
E2B1
Exa1
Vercel1

What developer tools does G2 use?

Model Context Protocol is named in 17% of job postings at G2, followed by Claude Code (15%), Microsoft Excel (13%), OpenAI Codex (10%).

Model Context Protocol 8 17% required in 100% · 5 open now · since Jul 2026
Claude Code 7 15% required in 86% · 6 open now · since Jun 2026
Microsoft Excel 6 13% required in 100% · 3 open now · since Jul 2026
OpenAI Codex 5 10% required in 80% · 5 open now · since Jun 2026
AWS Glue 2 4% required in 100% · 1 open now · since Jul 2026
Copilot 2 4% required in 100% · 1 open now · since Aug 2026
Cursor 2 4% required in 100% · 1 open now · since Aug 2026
Docker 2 4% required in 100% · 1 open now · since Jul 2026
Show all (16)
dbt2
Adobe After Effects1
Canva1
Chrome DevTools1
Git1
Lovable1
Rest API1
bandit1

What AI and ML technologies does G2 use?

Claude is named in 19% of job postings at G2, followed by LLM (17%), ChatGPT (8%), GPT-4 (2%).

Claude 9 19% required in 89% · 4 open now · since Mar 2026
LLM 8 17% required in 100% · 5 open now · since Jan 2026
ChatGPT 4 8% required in 100% · 1 open now · since Jun 2026
GPT-4 1 2% required in 100% · 1 open now · since Oct 2026

Which engineering practices does G2 ask for?

AI Agents is named in 33% of job postings at G2, followed by CI/CD (13%), Agentic Workflows (10%), A/B Testing (10%).

AI Agents 16 33% required in 94% · 10 open now · since Mar 2026
CI/CD 6 13% required in 67% · 4 open now · since Jun 2026
Agentic Workflows 5 10% required in 100% · 2 open now · since Jul 2026
A/B Testing 5 10% required in 80% · 3 open now · since Jan 2026
Machine Learning 4 8% required in 100% · 1 open now · since Mar 2026
ETL/ELT 3 6% required in 100% · 2 open now · since Jul 2026
Multimodal AI 3 6% required in 100% · 3 open now · since Aug 2026
SOAP 2 4% required in 100% · 1 open now · since Jul 2026
Show all (20)
Fine-tuning2
Trunk-Based Development2
DHCP1
DNS1
Function Calling1
Human-in-the-Loop1
NLP1
Recommender Systems1
Text-to-Speech1
Time Series1
VLAN1
VPN1

What does each G2 team work with?

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

Marketing

10 postings
Claude4
SQL4
ChatGPT2
Python2

Sales

6 postings
Looker3
AWS2
Azure2
GCP2
Microsoft Excel2

Data Science

5 postings
Python5
SQL5
Snowflake5
AWS3
Looker3
Power BI3

AI/ML

3 postings
Claude Code2
FastAPI2
JavaScript2
OpenAI2
OpenAI Codex2
Python2

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How much does G2 pay by technology?

Median stated pay of the postings that name each technology, against the median of all G2 postings with stated pay: $185k across 24 postings.

TechnologyPostings with payMedianvs company median
LLM6$205k+11%
Looker6$163k−12%
Python5$225k+22%

How is the G2 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
dbtSep 2026
GoAug 2026
FastAPIAug 2026
Multimodal AIAug 2026
Node JSAug 2026
CopilotAug 2026
CursorAug 2026
SparkJul 2026
Rising
AI Agents18% → 41%
LLM6% → 21%
JavaScript6% → 17%
FastAPI0% → 10%
Multimodal AI0% → 10%
Agentic Workflows6% → 14%
TypeScript6% → 14%
OpenAI6% → 14%
Falling
AWS35% → 14%
CI/CD24% → 7%
Snowflake29% → 14%
Power BI18% → 3%
Tableau24% → 10%

How modern is the G2 stack?

Cutting-edge AI adopter 85/100

G2 scores 85 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: 4; legacy ones: 0.

How common is the G2 stack in its industry?

Share of the 355 companies in the same industries, whose stack Alion knows, that use each technology.

Python36%
Looker13%
SQL32%
AWS29%
Claude24%
Snowflake10%
LLM21%
JavaScript34%
Tableau11%
OpenAI7%

What sets G2 apart

Airflow3%
Hadoop2%
Prefect1%

Questions about the G2 tech stack

What programming languages does G2 use?

The languages named in G2 job postings are Python (31%), SQL (25%), JavaScript (15%), TypeScript (10%), Java (6%), as a share of the 48 postings of the last 12 months.

Does G2 use React.js?

Yes. React.js is named in 4 of 48 job postings (8%) and required in 4 of them.

What cloud and platforms does G2 use?

The cloud and platforms named in G2 job postings are Looker (13), AWS (10), Tableau (7) (postings in brackets).

What skills do you need for a Marketing job at G2?

Marketing postings at G2 most often require Claude (4), SQL (4), ChatGPT (2), Python (2), out of 10 postings in the last 12 months.

Is the G2 tech stack changing?

Yes. dbt, Go, FastAPI, Multimodal AI first appeared in G2 job postings in the last six months.

How modern is the G2 tech stack?

G2 scores 85 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: 4; legacy ones: 0.

How does Alion know the G2 tech stack?

Alion reads every job posting G2 publishes and tags the technologies each one names. The figures on this page count the 48 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, "G2 tech stack: 92 technologies from 48 job postings", as of Nov 11, 2026. https://alion.io/company/g2/technologies

Licence: CC BY-SA 4.0JSON