Collective
Accounting & Bookkeeping Services

Collective tech stack

Collective builds mostly with Python, SQL, JavaScript, TypeScript. Its stack also includes Google BigQuery, Metabase, Django, AWS. Python is named in 8 of the 16 job postings Collective published in the last 12 months (50%). Counted by Alion from the job postings of Collective, updated Nov 13, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 13, 2026
Technologies in use
42
Postings analysed
16
Open now
7
Modernity
80 /100
New in 6 months
8

What programming languages does Collective use?

Python is named in 50% of job postings at Collective, followed by SQL (31%), JavaScript (6%), TypeScript (6%).

Python 8 50% required in 75% · 4 open now · since Apr 2026
SQL 5 31% required in 100% · 2 open now · since May 2026
JavaScript 1 6% optional · 1 open now · since Apr 2026
TypeScript 1 6% optional · 1 open now · since Sep 2026

What frameworks and libraries does Collective use?

Django is named in 19% of job postings at Collective, followed by Dagster (6%), React.js (6%).

Django 3 19% required in 100% · 2 open now · since Apr 2026
Dagster 1 6% required in 100% · since Sep 2026
React.js 1 6% required in 100% · 1 open now · since Apr 2026

What databases does Collective use?

Google BigQuery is named in 31% of job postings at Collective, followed by OpenSearch (6%).

Google BigQuery 5 31% required in 80% · 2 open now · since May 2026
OpenSearch 1 6% optional · 1 open now · since Sep 2026

What cloud and platforms does Collective use?

Metabase is named in 25% of job postings at Collective, followed by AWS (13%), GCP (13%), Datadog (13%).

Metabase 4 25% required in 100% · 1 open now · since Jul 2026
AWS 2 13% required in 100% · 2 open now · since Jun 2026
GCP 2 13% required in 50% · 1 open now · since Sep 2026
Datadog 2 13% optional · 1 open now · since Sep 2026
AWS Fargate 1 6% optional · 1 open now · since Sep 2026
AWS Lambda 1 6% optional · 1 open now · since Sep 2026
Amazon EC2 1 6% optional · 1 open now · since Sep 2026
Amazon ECS 1 6% optional · 1 open now · since Sep 2026
Show all (14)
Apache Kafka1
GitHub1
Linux1
Power BI1
Sentry1
Tableau1

What developer tools does Collective use?

dbt is named in 19% of job postings at Collective, followed by Claude Code (19%), Fivetran (13%), Terraform (13%).

dbt 3 19% required in 100% · 1 open now · since Jul 2026
Claude Code 3 19% optional · 1 open now · since Jul 2026
Fivetran 2 13% required in 100% · 1 open now · since Sep 2026
Terraform 2 13% required in 50% · 1 open now · since Sep 2026

What AI and ML technologies does Collective use?

Claude is named in 19% of job postings at Collective, followed by LLM (19%).

Claude 3 19% required in 67% · 1 open now · since Jul 2026
LLM 3 19% required in 33% · 1 open now · since Jul 2026

Which engineering practices does Collective ask for?

AI Agents is named in 38% of job postings at Collective, followed by A/B Testing (13%), CI/CD (13%), Human-in-the-Loop (13%).

AI Agents 6 38% required in 83% · 3 open now · since Apr 2026
A/B Testing 2 13% required in 100% · 1 open now · since Jun 2026
CI/CD 2 13% required in 100% · 1 open now · since Sep 2026
Human-in-the-Loop 2 13% required in 100% · since Apr 2026
DNS 2 13% required in 50% · 1 open now · since Sep 2026
DHCP 1 6% required in 100% · since Sep 2026
Dimensional Modeling 1 6% required in 100% · since Sep 2026
Platform Engineering 1 6% required in 100% · 1 open now · since Sep 2026
Show all (13)
Tokenization1
Wi-Fi1
IAM1
LLM Evaluation1
TCP/IP1

How does your stack fit Collective?

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How much does Collective pay by technology?

Median stated pay of the postings that name each technology, against the median of all Collective postings with stated pay: $230k across 15 postings.

TechnologyPostings with payMedianvs company median
Python8$230k0%
Google BigQuery5$230k0%
SQL5$200k−13%

How is the Collective 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
FivetranSep 2026
CI/CDSep 2026
GCPSep 2026
TerraformSep 2026
DatadogSep 2026
DNSSep 2026
MetabaseJul 2026
dbtJul 2026

How modern is the Collective stack?

Cutting-edge AI adopter 80/100

Collective scores 80 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: 2; legacy ones: 0.

How common is the Collective stack in its industry?

Share of the 372 companies in the same industries, whose stack Alion knows, that use each technology.

Python27%
Google BigQuery3%
SQL28%
Metabase1%
Claude15%
Django3%
LLM18%
AWS16%
Datadog1%
GCP10%

What sets Collective apart

Google BigQuery3%
Metabase1%
Django3%

Questions about the Collective tech stack

What programming languages does Collective use?

The languages named in Collective job postings are Python (50%), SQL (31%), JavaScript (6%), TypeScript (6%), as a share of the 16 postings of the last 12 months.

Does Collective use Django?

Yes. Django is named in 3 of 16 job postings (19%) and required in 3 of them.

What cloud and platforms does Collective use?

The cloud and platforms named in Collective job postings are Metabase (4), AWS (2), GCP (2) (postings in brackets).

Is the Collective tech stack changing?

Yes. Fivetran, CI/CD, GCP, Terraform first appeared in Collective job postings in the last six months.

How modern is the Collective tech stack?

Collective scores 80 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: 2; legacy ones: 0.

How does Alion know the Collective tech stack?

Alion reads every job posting Collective publishes and tags the technologies each one names. The figures on this page count the 16 postings of the last 12 months and were updated on Nov 13, 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, "Collective tech stack: 42 technologies from 16 job postings", as of Nov 13, 2026. https://alion.io/company/collective/technologies

Licence: CC BY-SA 4.0JSON