Motive tech stack

Motive builds mostly with SQL, Python, Kotlin, C++. Its stack also includes AWS, Tableau, Snowflake, Ruby on Rails. SQL is named in 27 of the 98 job postings Motive published in the last 12 months (28%). Counted by Alion from the job postings of Motive, updated Sep 30, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 30, 2026
Technologies in use
119
Postings analysed
98
Open now
59
Modernity
83 /100
New in 6 months
8

What programming languages does Motive use?

SQL is named in 28% of job postings at Motive, followed by Python (24%), Kotlin (14%), C++ (11%).

SQL 27 28% required in 89% · 18 open now · since Aug 2023
Python 24 24% required in 88% · 18 open now · since Aug 2023
Kotlin 14 14% required in 100% · 9 open now · since Sep 2025
C++ 11 11% required in 100% · 5 open now · since Aug 2023
Go 11 11% required in 100% · 11 open now · since Jan 2026
Ruby 11 11% required in 27% · 11 open now · since Aug 2023
Java 9 9% required in 100% · 4 open now · since Sep 2025
JavaScript 3 3% required in 33% · 2 open now · since Apr 2026
Show all (12)
PHP2
Apex1
TypeScript1
Node JS1

What frameworks and libraries does Motive use?

Ruby on Rails is named in 8% of job postings at Motive, followed by PyTorch (3%), TensorFlow (3%), Flink (2%).

Ruby on Rails 8 8% required in 100% · 8 open now · since Jan 2026
PyTorch 3 3% required in 100% · 2 open now · since Sep 2026
TensorFlow 3 3% required in 67% · 2 open now · since Sep 2026
Flink 2 2% required in 100% · 2 open now · since Jul 2026
PyTorch C++ 2 2% required in 100% · 1 open now · since Sep 2026
Commander.js 1 1% required in 100% · 1 open now · since Sep 2026
Lightning Web Components 1 1% required in 100% · 1 open now · since Sep 2026
LiteRT 1 1% required in 100% · since Sep 2026
Show all (15)
Next.js1
ONNX Runtime1
Ray1
React.js1
Streamlit1
TFLite1
TensorFlow C++1

What databases does Motive use?

Snowflake is named in 10% of job postings at Motive, followed by BigQuery (2%), Google BigQuery (2%), Cassandra (2%).

Snowflake 10 10% required in 90% · 5 open now · since Aug 2026
BigQuery 2 2% required in 100% · 2 open now · since Sep 2026
Google BigQuery 2 2% required in 100% · 2 open now · since Sep 2026
Cassandra 2 2% optional · 2 open now · since Jul 2026
DynamoDB 2 2% optional · 2 open now · since Jul 2026
PostgreSQL 2 2% optional · 2 open now · since Jul 2026
Redis 2 2% optional · 2 open now · since Jul 2026

What cloud and platforms does Motive use?

AWS is named in 15% of job postings at Motive, followed by Tableau (13%), Kubernetes (11%), GitHub Actions (6%).

AWS 15 15% required in 100% · 15 open now · since Aug 2023
Tableau 13 13% required in 85% · 10 open now · since Nov 2025
Kubernetes 11 11% required in 100% · 11 open now · since Jan 2026
GitHub Actions 6 6% required in 100% · 6 open now · since Jan 2026
Linux 5 5% required in 100% · since Sep 2025
RTOS 5 5% required in 100% · since Sep 2025
Datadog 4 4% required in 100% · 1 open now · since Aug 2023
Figma 4 4% required in 100% · 1 open now · since Aug 2026
Show all (25)
GCP4
AWS Bedrock2
Agentforce2
Amazon Kinesis2
Anthropic2
Apache Kafka2
OpenAI2
Perplexity2
Azure2
AWS Lambda1
Amazon EC21
Amazon S31
Amazon SageMaker1
Anyscale1
MuleSoft1
SIEM1
Power BI1

What developer tools does Motive use?

Terraform is named in 10% of job postings at Motive, followed by Ansible (6%), ArgoCD (6%), CircleCI (6%).

Terraform 10 10% required in 100% · 10 open now · since Jan 2026
Ansible 6 6% required in 100% · 6 open now · since Jan 2026
ArgoCD 6 6% required in 100% · 6 open now · since Jan 2026
CircleCI 6 6% required in 100% · 6 open now · since Jan 2026
Helm 6 6% required in 100% · 6 open now · since Jan 2026
Jenkins 6 6% required in 100% · 6 open now · since Jan 2026
Spinnaker 6 6% required in 100% · 6 open now · since Jan 2026
Tekton 6 6% required in 100% · 6 open now · since Jan 2026
Show all (24)
Gerrit6
Git6
Cursor5
Microsoft Excel4
Model Context Protocol4
Copilot3
WordPress2
dbt2
A2A1
Adobe After Effects1
Adobe Premiere Pro1
Copado1
Docker1
Gearset1
Rest API1
TensorRT1

What AI and ML technologies does Motive use?

LLM is named in 9% of job postings at Motive, followed by Claude (7%), ChatGPT (3%), Gemini (3%).

LLM 9 9% required in 100% · 5 open now · since Jul 2026
Claude 7 7% required in 100% · 3 open now · since Jul 2026
ChatGPT 3 3% required in 100% · 1 open now · since Aug 2026
Gemini 3 3% required in 100% · 1 open now · since Aug 2026
Grok 1 1% required in 100% · 1 open now · since Sep 2026
VLM 1 1% required in 100% · since Sep 2026

Which engineering practices does Motive ask for?

AI Agents is named in 19% of job postings at Motive, followed by CI/CD (13%), SLI/SLO/SLA (8%), Configuration Management (6%).

AI Agents 19 19% required in 84% · 9 open now · since Dec 2025
CI/CD 13 13% required in 100% · 13 open now · since Jan 2026
SLI/SLO/SLA 8 8% required in 100% · 2 open now · since Jan 2021
Configuration Management 6 6% required in 100% · 6 open now · since Jan 2026
Gitflow 6 6% required in 100% · 6 open now · since Jan 2026
Self-Healing 6 6% required in 100% · 6 open now · since Jan 2026
IAM 5 5% required in 100% · 5 open now · since Jul 2026
Agentic Workflows 4 4% required in 100% · 4 open now · since Aug 2026
Show all (30)
Human-in-the-Loop3
LLM Guardrails3
Machine Learning3
Prompt Engineering3
Computer Vision3
A/B Testing2
RAG2
Red Teaming2
AIOps1
Chain-of-Thought1
EU AI Act1
Edge AI1
FinOps1
Fine-tuning1
Function Calling1
Incident Management1
LLM Evaluation1
Multi-Agent Systems1
NIST AI RMF1
Platform Engineering1
SOAP1
Tool Use1

What does each Motive team work with?

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

Analytics

10 postings
SQL9
Python3
Snowflake3
BigQuery2
Google BigQuery2

Operations

10 postings
Claude3
SQL2

DevOps

10 postings
Kotlin10
AWS6
Ansible6
ArgoCD6
CircleCI6
GitHub Actions6

Management

7 postings
SQL3
Figma2
Snowflake2

Security

6 postings
Python3
C++2

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How much does Motive pay by technology?

Median stated pay of the postings that name each technology, against the median of all Motive postings with stated pay: $191k across 19 postings.

TechnologyPostings with payMedianvs company median
Python10$205k+7%
Kotlin9$235k+23%
Ruby7$226k+18%
AWS6$216k+13%
Go6$216k+13%
Kubernetes6$216k+13%
Ruby on Rails6$216k+13%
GitHub Actions6$216k+13%

How is the Motive 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
BigQuerySep 2026
Google BigQuerySep 2026
PyTorch C++Sep 2026
PyTorchSep 2026
TensorFlowSep 2026
RAGSep 2026
AgentforceSep 2026
Red TeamingSep 2026

How modern is the Motive stack?

Cutting-edge AI adopter 83/100

Motive scores 83 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: 6; legacy ones: 0.

How common is the Motive stack in its industry?

Share of the 913 companies in the same industries, whose stack Alion knows, that use each technology.

SQL43%
Python42%
AWS31%
Kotlin7%
Tableau13%
C++11%
Go11%
Kubernetes23%
Ruby4%
Snowflake11%

What sets Motive apart

Ruby4%
Ruby on Rails2%
RTOS4%
Gemini3%

Questions about the Motive tech stack

What programming languages does Motive use?

The languages named in Motive job postings are SQL (28%), Python (24%), Kotlin (14%), C++ (11%), Go (11%), as a share of the 98 postings of the last 12 months.

Does Motive use Ruby on Rails?

Yes. Ruby on Rails is named in 8 of 98 job postings (8%) and required in 8 of them.

What cloud and platforms does Motive use?

The cloud and platforms named in Motive job postings are AWS (15), Tableau (13), Kubernetes (11) (postings in brackets).

What skills do you need for a Analytics job at Motive?

Analytics postings at Motive most often require SQL (9), Python (3), Snowflake (3), BigQuery (2), out of 10 postings in the last 12 months.

Is the Motive tech stack changing?

Yes. BigQuery, Google BigQuery, PyTorch C++, PyTorch first appeared in Motive job postings in the last six months.

How modern is the Motive tech stack?

Motive scores 83 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: 6; legacy ones: 0.

How does Alion know the Motive tech stack?

Alion reads every job posting Motive publishes and tags the technologies each one names. The figures on this page count the 98 postings of the last 12 months and were updated on Sep 30, 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, "Motive tech stack: 119 technologies from 98 job postings", as of Sep 30, 2026. https://alion.io/company/motive/technologies

Licence: CC BY-SA 4.0JSON