EXL
AI Consulting & Integration · Analytics & BI Consulting

EXL tech stack

EXL builds mostly with Python, SQL, JavaScript, Java. Its stack also includes AWS, Azure, Snowflake, LangChain. Python is named in 280 of the 612 job postings EXL published in the last 12 months (46%). Counted by Alion from the job postings of EXL, updated Nov 13, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 13, 2026
Technologies in use
377
Postings analysed
612
Open now
410
Modernity
79 /100
New in 6 months
8

What programming languages does EXL use?

Python is named in 46% of job postings at EXL, followed by SQL (44%), JavaScript (7%), Java (4%).

Python 280 46% required in 76% · 176 open now · since Sep 2025
SQL 267 44% required in 83% · 173 open now · since Sep 2025
JavaScript 44 7% required in 59% · 29 open now · since Oct 2025
Java 27 4% required in 67% · 19 open now · since Sep 2025
TypeScript 22 4% required in 73% · 17 open now · since Nov 2025
C# 18 3% required in 89% · 9 open now · since Sep 2025
SAS 16 3% required in 88% · 9 open now · since Nov 2025
Node JS 13 2% required in 85% · 8 open now · since Feb 2026
Show all (19)
PowerShell9
Scala9
Apex9
COBOL4
Go3
Bash2
JCL2
LookML2
Perl2
Groovy1
Visual Basic1

What frameworks and libraries does EXL use?

LangChain is named in 9% of job postings at EXL, followed by PyTorch (4%), TensorFlow (4%), LlamaIndex (4%).

LangChain 58 9% required in 81% · 37 open now · since Nov 2025
PyTorch 25 4% required in 76% · 16 open now · since Oct 2025
TensorFlow 25 4% required in 76% · 16 open now · since Oct 2025
LlamaIndex 23 4% required in 57% · 14 open now · since Mar 2026
LangGraph 22 4% required in 91% · 10 open now · since Dec 2025
FastAPI 21 3% required in 90% · 12 open now · since Oct 2025
Scikit-learn 21 3% required in 86% · 14 open now · since Oct 2025
AutoGen 18 3% required in 94% · 9 open now · since Jul 2026
Show all (88)
NumPy18
React.js17
Hadoop16
CrewAI13
Transformers13
ASP.NET Core10
Pandas10
Spring Boot9
FAISS8
Entity Framework Core7
JQuery7
Selenium7
Flask6
Playwright6
Redux6
XGBoost6
Cypress6
Pytest5
Matplotlib5
Angular5
LightGBM4
Next.js4
Seaborn4
Streamlit4
Django4
Vue.js4
Boto33
Nest.JS3
Tailwind CSS3
pgvector3
Dagster3
Bootstrap2

And 48 more, each named in fewer postings.

What databases does EXL use?

Snowflake is named in 17% of job postings at EXL, followed by Delta Lake (5%), Amazon Redshift (5%), PostgreSQL (4%).

Snowflake 106 17% required in 71% · 77 open now · since Oct 2025
Delta Lake 33 5% required in 85% · 27 open now · since Apr 2026
Amazon Redshift 28 5% required in 71% · 19 open now · since Oct 2025
PostgreSQL 27 4% required in 85% · 13 open now · since Nov 2025
Pinecone 22 4% required in 91% · 15 open now · since May 2026
Google BigQuery 22 4% required in 59% · 20 open now · since Nov 2025
MS SQL 15 2% required in 73% · 6 open now · since Sep 2025
Azure SQL Database 11 2% required in 100% · 7 open now · since Mar 2026
Show all (30)
Amazon Aurora10
Oracle9
Milvus8
Neo4j7
Db27
DynamoDB7
MySQL7
Teradata5
Weaviate5
Salesforce Data Cloud4
Cassandra4
HBase3
OpenSearch2
Trino2
Apache Iceberg2
DuckDB2
CouchDB2
Greenplum1
Qdrant1
Chroma1
ElasticSearch1
Redis1

What cloud and platforms does EXL use?

AWS is named in 34% of job postings at EXL, followed by Azure (31%), GCP (20%), Databricks (19%).

AWS 210 34% required in 77% · 142 open now · since Sep 2025
Azure 188 31% required in 74% · 121 open now · since Sep 2025
GCP 125 20% required in 69% · 87 open now · since Sep 2025
Databricks 114 19% required in 78% · 82 open now · since Oct 2025
Spark 108 18% required in 59% · 74 open now · since Oct 2025
Power BI 99 16% required in 63% · 63 open now · since Oct 2025
Tableau 65 11% required in 52% · 43 open now · since Oct 2025
Amazon S3 59 10% required in 80% · 37 open now · since Oct 2025
Show all (92)
Azure DevOps42
Kubernetes42
OpenAI38
Microsoft Fabric32
Apache Kafka31
GitHub Actions29
GitHub29
AWS Lambda27
Anthropic18
MLFlow18
AWS Bedrock18
Vertex AI17
Amazon SageMaker17
Amazon CloudWatch15
AWS Step Functions15
Amazon EKS14
Linux14
Looker14
Postman12
Amazon EC29
Airflow9
Hugging Face9
Datadog9
Amazon ECS8
Amazon Kinesis8
Collibra8
Alation7
Amazon EventBridge6
.NET6
API Gateway6
Kubeflow6
Azure AKS5

And 52 more, each named in fewer postings.

What developer tools does EXL use?

pySpark is named in 12% of job postings at EXL, followed by Git (11%), Microsoft Excel (10%), Rest API (8%).

pySpark 75 12% required in 77% · 53 open now · since Oct 2025
Git 67 11% required in 75% · 49 open now · since Oct 2025
Microsoft Excel 63 10% required in 81% · 44 open now · since Sep 2025
Rest API 46 8% required in 85% · 31 open now · since Oct 2025
Jenkins 40 7% required in 68% · 30 open now · since Nov 2025
Docker 39 6% required in 74% · 27 open now · since Oct 2025
Terraform 35 6% required in 77% · 30 open now · since Nov 2025
Azure Data Factory 28 5% required in 82% · 20 open now · since Oct 2025
Show all (66)
Copilot16
Informatica14
dbt11
Prometheus11
Semantic Kernel9
AWS Glue9
Model Context Protocol9
SSIS9
Claude Code8
CloudFormation8
GraphQL7
WebSockets6
Helm6
Adobe Photoshop6
Great Expectations6
DataStage6
Alteryx5
Swagger5
Talend5
Cortex4
Fivetran4
Bicep4
AWS CDK3
Matillion3
Cursor3
JMeter3
HL73
FHIR3
A2A2
ArgoCD2
CICS2
Gradle2

And 26 more, each named in fewer postings.

What AI and ML technologies does EXL use?

LLM is named in 17% of job postings at EXL, followed by Claude (5%), Gemini (2%), GPT-4 (1%).

LLM 101 17% required in 84% · 66 open now · since Nov 2025
Claude 28 5% required in 79% · 17 open now · since Mar 2026
Gemini 10 2% required in 70% · 6 open now · since Jul 2026
GPT-4 7 1% required in 86% · 5 open now · since Jul 2026
LoRA 5 1% required in 60% · 3 open now · since Jun 2026
PEFT 5 1% required in 60% · 3 open now · since Jun 2026
Llama 5 1% required in 40% · 2 open now · since Jul 2026
Mistral 3 <1% required in 33% · 1 open now · since Jul 2026
Show all (11)
Whisper1
ChatGPT1
Midjourney1

Which engineering practices does EXL ask for?

CI/CD is named in 27% of job postings at EXL, followed by ETL/ELT (22%), Machine Learning (17%), AI Agents (14%).

CI/CD 163 27% required in 79% · 105 open now · since Oct 2025
ETL/ELT 132 22% required in 83% · 86 open now · since Oct 2025
Machine Learning 103 17% required in 83% · 69 open now · since Oct 2025
AI Agents 88 14% required in 90% · 57 open now · since Mar 2026
RAG 84 14% required in 90% · 57 open now · since Nov 2025
Prompt Engineering 53 9% required in 87% · 31 open now · since Nov 2025
Fine-tuning 39 6% required in 79% · 23 open now · since Nov 2025
NLP 38 6% required in 84% · 22 open now · since Nov 2025
Show all (71)
Embeddings34
A/B Testing30
LLM Guardrails27
Data Vault25
IAM24
Dimensional Modeling23
Multi-Agent Systems20
Agentic Workflows18
Platform Engineering17
Semantic Search17
LLMOps17
Master Data Management17
Human-in-the-Loop16
Incident Management13
Hallucination11
Knowledge Graph11
SOAP10
Function Calling10
Anomaly Detection9
OCR9
Feature Store8
Time Series8
Hybrid Search7
NIST AI RMF6
GitOps5
FinOps4
Synthetic Data4
Computer Use4
Digital Twin3
GraphRAG3
Wi-Fi3
Dependency Injection3

And 31 more, each named in fewer postings.

What does each EXL team work with?

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

Data Science

146 postings
SQL96
Python78
AWS55
Spark52
Snowflake45
Azure44

Analytics

87 postings
SQL48
Python28
Power BI23
Snowflake15
Tableau14
Azure10

Finance

66 postings
Microsoft Excel27
Alteryx2
SAS2

AI/ML

59 postings
LLM40
Python39
LangChain27
AWS26
Azure22
GCP22

Backend

38 postings
SQL18
Python14
Rest API11
AWS10
Git10
JavaScript10

DevOps

31 postings
AWS22
Python14
Terraform14
Azure13
Kubernetes10
GitHub Actions9

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How much does EXL pay by technology?

Median stated pay of the postings that name each technology, against the median of all EXL postings with stated pay: $116k across 100 postings.

TechnologyPostings with payMedianvs company median
SQL41$135k+16%
Python35$140k+21%
Azure22$120k+3%
AWS19$140k+21%
Databricks13$125k+8%
Spark13$99k−15%
Tableau12$130k+12%
Power BI12$123k+6%
LLM11$135k+16%
Snowflake10$138k+19%

How is the EXL 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
Digital TwinOct 2026
Blue-Green DeploymentOct 2026
PerlOct 2026
AppsFlyer SDKOct 2026
FirebaseOct 2026
Wi-FiOct 2026
PagerDutyOct 2026
CICSOct 2026
Rising
Snowflake12% → 20%
Microsoft Excel5% → 13%
JavaScript3% → 9%
Tableau7% → 12%
A/B Testing1% → 6%
PostgreSQL1% → 6%
Amazon S37% → 11%
Microsoft Fabric3% → 7%
Falling
AI Agents22% → 13%
Machine Learning21% → 14%
RAG20% → 13%
LLM Guardrails9% → 3%
LangChain14% → 9%
Agentic Workflows7% → 2%
Embeddings9% → 5%
Jenkins9% → 6%
Not named for 6 months
MetabaseApr 2026

How modern is the EXL stack?

Cutting-edge AI adopter 79/100

EXL scores 79 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: 11; legacy ones: 1.

How common is the EXL stack in its industry?

Share of the 2,332 companies in the same industries, whose stack Alion knows, that use each technology.

Python59%
SQL52%
AWS48%
Azure49%
GCP38%
Databricks23%
Spark21%
Snowflake20%
LLM39%
Power BI27%

What sets EXL apart

SAS3%
Amazon Aurora4%

Questions about the EXL tech stack

What programming languages does EXL use?

The languages named in EXL job postings are Python (46%), SQL (44%), JavaScript (7%), Java (4%), TypeScript (4%), as a share of the 612 postings of the last 12 months.

Does EXL use LangChain?

Yes. LangChain is named in 58 of 612 job postings (9%) and required in 47 of them.

What cloud and platforms does EXL use?

The cloud and platforms named in EXL job postings are AWS (210), Azure (188), GCP (125) (postings in brackets).

What skills do you need for a Data Science job at EXL?

Data Science postings at EXL most often require SQL (96), Python (78), AWS (55), Spark (52), out of 146 postings in the last 12 months.

Is the EXL tech stack changing?

Yes. Digital Twin, Blue-Green Deployment, Perl, AppsFlyer SDK first appeared in EXL job postings in the last six months.

How modern is the EXL tech stack?

EXL scores 79 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: 11; legacy ones: 1.

How does Alion know the EXL tech stack?

Alion reads every job posting EXL publishes and tags the technologies each one names. The figures on this page count the 612 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, "EXL tech stack: 377 technologies from 612 job postings", as of Nov 13, 2026. https://alion.io/company/exl/technologies

Licence: CC BY-SA 4.0JSON