Motive
Supply Chain & Logistics Software · Fleet Management

Motive tech stack

Motive builds mostly with SQL, Python, Kotlin, Ruby. Its stack also includes AWS, Tableau, Snowflake, Ruby on Rails. SQL is named in 41 of the 145 job postings Motive published in the last 12 months (28%). Counted by Alion from the job postings of Motive, updated Nov 14, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 14, 2026
Technologies in use
122
Postings analysed
145
Open now
66
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 (26%), Kotlin (12%), Ruby (11%).

SQL 41 28% required in 85% · 22 open now · since Aug 2023
Python 38 26% required in 92% · 16 open now · since Aug 2023
Kotlin 17 12% required in 100% · 5 open now · since Sep 2025
Ruby 16 11% required in 44% · 6 open now · since Aug 2023
C++ 15 10% required in 100% · 6 open now · since Aug 2023
Go 15 10% required in 100% · 7 open now · since Jan 2026
Java 12 8% required in 100% · 6 open now · since Sep 2025
JavaScript 8 6% required in 75% · 3 open now · since Apr 2026
Show all (11)
PHP3
TypeScript2
Apex1

What frameworks and libraries does Motive use?

Ruby on Rails is named in 6% of job postings at Motive, followed by PyTorch (3%), TensorFlow (3%), Flink (2%).

Ruby on Rails 9 6% required in 100% · 2 open now · since Jan 2026
PyTorch 5 3% required in 100% · 2 open now · since Sep 2026
TensorFlow 5 3% required in 60% · 2 open now · since Sep 2026
Flink 3 2% required in 100% · 3 open now · since Jul 2026
LiteRT 2 1% required in 100% · 1 open now · since Sep 2026
Next.js 2 1% required in 100% · 1 open now · since Sep 2026
ONNX Runtime 2 1% required in 100% · 1 open now · since Sep 2026
Ray 2 1% required in 100% · 1 open now · since Sep 2026
Show all (14)
React.js2
TFLite2
Instructor1
Lightning Web Components1
Streamlit1
TensorFlow C++1

What databases does Motive use?

Snowflake is named in 12% of job postings at Motive, followed by Google BigQuery (3%), DynamoDB (3%), Cassandra (2%).

Snowflake 18 12% required in 83% · 10 open now · since Jul 2026
Google BigQuery 4 3% required in 100% · 3 open now · since Sep 2026
DynamoDB 4 3% required in 25% · 4 open now · since Jul 2026
Cassandra 3 2% optional · 3 open now · since Jul 2026
PostgreSQL 3 2% optional · 3 open now · since Jul 2026
Redis 3 2% optional · 3 open now · since Jul 2026
Amazon Redshift 1 1% required in 100% · 1 open now · since Oct 2026

What cloud and platforms does Motive use?

AWS is named in 14% of job postings at Motive, followed by Tableau (13%), Kubernetes (10%), GitHub Actions (5%).

AWS 21 14% required in 100% · 8 open now · since Aug 2023
Tableau 19 13% required in 79% · 11 open now · since Nov 2025
Kubernetes 14 10% required in 100% · 4 open now · since Jan 2026
GitHub Actions 7 5% required in 100% · since Jan 2026
GCP 7 5% required in 57% · 4 open now · since Jul 2026
Datadog 5 3% required in 100% · 4 open now · since Aug 2023
Figma 5 3% required in 100% · 1 open now · since Aug 2026
Linux 5 3% required in 100% · since Sep 2025
Show all (27)
RTOS5
Amazon Kinesis4
Azure4
Apache Kafka3
AWS Bedrock2
AWS Lambda2
Agentforce2
Anthropic2
Anyscale2
OpenAI2
Amazon EC21
Amazon S31
Amazon SageMaker1
Looker1
MuleSoft1
Perplexity1
Replit1
SIEM1
Power BI1

What developer tools does Motive use?

Terraform is named in 8% of job postings at Motive, followed by Microsoft Excel (7%), Ansible (5%), ArgoCD (5%).

Terraform 12 8% required in 100% · 3 open now · since Jan 2026
Microsoft Excel 10 7% required in 100% · 3 open now · since Jan 2026
Ansible 7 5% required in 100% · since Jan 2026
ArgoCD 7 5% required in 100% · since Jan 2026
CircleCI 7 5% required in 100% · since Jan 2026
Cursor 7 5% required in 100% · 5 open now · since Jul 2026
Helm 7 5% required in 100% · since Jan 2026
Jenkins 7 5% required in 100% · since Jan 2026
Show all (24)
Spinnaker7
Tekton7
Gerrit7
Git7
Copilot5
Model Context Protocol4
WordPress3
Docker2
TensorRT2
dbt2
Adobe After Effects1
Adobe Premiere Pro1
Chef1
Copado1
Gearset1
Rest API1

What AI and ML technologies does Motive use?

LLM is named in 6% of job postings at Motive, followed by Claude (6%), ChatGPT (2%), Gemini (1%).

LLM 9 6% required in 100% · 3 open now · since Jul 2026
Claude 9 6% required in 89% · 3 open now · since Jul 2026
ChatGPT 3 2% required in 100% · 1 open now · since Aug 2026
Gemini 2 1% required in 100% · since Aug 2026
VLM 2 1% required in 100% · 1 open now · since Sep 2026

Which engineering practices does Motive ask for?

AI Agents is named in 17% of job postings at Motive, followed by CI/CD (14%), IAM (6%), Configuration Management (6%).

AI Agents 25 17% required in 84% · 14 open now · since Dec 2025
CI/CD 20 14% required in 100% · 5 open now · since Nov 2025
IAM 9 6% required in 100% · 1 open now · since Jul 2026
Configuration Management 8 6% required in 100% · 1 open now · since Jan 2026
Gitflow 7 5% required in 100% · since Jan 2026
Self-Healing 7 5% required in 100% · since Jan 2026
SLI/SLO/SLA 6 4% required in 100% · 5 open now · since Aug 2026
Agentic Workflows 6 4% required in 83% · 6 open now · since Aug 2026
Show all (34)
Computer Vision5
Machine Learning4
Red Teaming4
FMEA3
LLM Guardrails3
Prompt Engineering3
RAG3
A/B Testing2
AIOps2
EU AI Act2
FinOps2
Fine-tuning2
Function Calling2
Human-in-the-Loop2
LLM Evaluation2
CAPA1
Chain-of-Thought1
Design Controls1
Dimensional Modeling1
Incident Management1
MVVM1
Multi-Agent Systems1
NIST AI RMF1
SOAP1
Statistical Process Control1
MIL-STD-8101

What does each Motive team work with?

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

Operations

17 postings
Microsoft Excel4
SQL4
Claude3
Snowflake2
Tableau2

Analytics

16 postings
SQL14
Python5
Snowflake5
Google BigQuery4

Marketing

15 postings
Tableau7
Figma2
JavaScript2

Security

12 postings
Python7
C++5
AWS2
Kubernetes2

DevOps

12 postings
Kotlin11
AWS8
Python8
Ansible7
ArgoCD7
CircleCI7

Management

8 postings
SQL3
Snowflake3
ChatGPT2
Figma2

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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: $190k across 19 postings.

TechnologyPostings with payMedianvs company median
Python10$205k+8%
Kotlin9$225k+18%
Ruby7$220k+16%
AWS6$213k+12%
Go6$213k+12%
Kubernetes6$213k+12%
Ruby on Rails6$213k+12%
GitHub Actions6$213k+12%

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
EU AI ActSep 2026
Google BigQuerySep 2026
AWS LambdaSep 2026
DockerSep 2026
AIOpsSep 2026
AnyscaleSep 2026
Function CallingSep 2026
LLM EvaluationSep 2026
Rising
Microsoft Excel0% → 9%
JavaScript0% → 7%
Snowflake9% → 15%
Agentic Workflows0% → 6%
Datadog0% → 5%
Figma0% → 5%
PyTorch0% → 5%
TensorFlow0% → 5%
Falling
Claude17% → 5%
Kotlin17% → 6%
Linux13% → 2%
RTOS13% → 2%
Java17% → 7%
Go13% → 6%
LLM13% → 6%
AWS17% → 11%

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: 5; legacy ones: 0.

How common is the Motive stack in its industry?

Share of the 905 companies in the same industries, whose stack Alion knows, that use each technology.

SQL49%
Python44%
AWS33%
Tableau10%
Snowflake9%
Kotlin7%
Ruby5%
C++10%
Go10%
Kubernetes26%

What sets Motive apart

Ruby on Rails3%
RTOS2%
Amazon Kinesis3%
Cassandra2%
Flink3%

Questions about the Motive tech stack

What programming languages does Motive use?

The languages named in Motive job postings are SQL (28%), Python (26%), Kotlin (12%), Ruby (11%), C++ (10%), as a share of the 145 postings of the last 12 months.

Does Motive use Ruby on Rails?

Yes. Ruby on Rails is named in 9 of 145 job postings (6%) and required in 9 of them.

What cloud and platforms does Motive use?

The cloud and platforms named in Motive job postings are AWS (21), Tableau (19), Kubernetes (14) (postings in brackets).

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

Operations postings at Motive most often require Microsoft Excel (4), SQL (4), Claude (3), Snowflake (2), out of 17 postings in the last 12 months.

Is the Motive tech stack changing?

Yes. EU AI Act, Google BigQuery, AWS Lambda, Docker 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: 5; 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 145 postings of the last 12 months and were updated on Nov 14, 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: 122 technologies from 145 job postings", as of Nov 14, 2026. https://alion.io/company/motive/technologies

Licence: CC BY-SA 4.0JSON