Smarsh
Security Compliance · RegTech, AML & Compliance

Smarsh tech stack

Smarsh builds mostly with Python, Java, SQL, C#. Its stack also includes AWS, Kubernetes, ElasticSearch, Spring Boot. AWS is named in 19 of the 36 job postings Smarsh published in the last 12 months (53%). Counted by Alion from the job postings of Smarsh, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
162
Postings analysed
36
Open now
11
Modernity
84 /100
New in 6 months
8

What programming languages does Smarsh use?

Python is named in 33% of job postings at Smarsh, followed by Java (28%), SQL (19%), C# (11%).

Python 12 33% required in 83% · 4 open now · since Feb 2026
Java 10 28% required in 80% · 1 open now · since Feb 2026
SQL 7 19% required in 43% · 4 open now · since Apr 2026
C# 4 11% required in 50% · 1 open now · since Feb 2026
JavaScript 4 11% required in 50% · 1 open now · since May 2026
Bash 2 6% required in 100% · since Jul 2026
Go 2 6% required in 100% · 1 open now · since Jul 2026
Kotlin 2 6% required in 100% · 1 open now · since May 2026
Show all (15)
Apex2
TypeScript2
LookML1
Node JS1
R1
Ruby1
PHP1

What frameworks and libraries does Smarsh use?

Spring Boot is named in 14% of job postings at Smarsh, followed by LangChain (8%), OpenTelemetry (8%), FastAPI (6%).

Spring Boot 5 14% required in 80% · since Feb 2026
LangChain 3 8% required in 100% · since Jun 2026
OpenTelemetry 3 8% required in 67% · since Feb 2026
FastAPI 2 6% required in 100% · since Aug 2026
LangGraph 2 6% required in 100% · since Aug 2026
NVIDIA NeMo 2 6% required in 50% · 1 open now · since May 2026
Angular 2 6% optional · 1 open now · since May 2026
Lightning Web Components 1 3% required in 100% · since Jul 2026
Show all (17)
NLTK1
NumPy1
PyTorch1
Scikit-learn1
TensorFlow1
Vue.js1
spaCy1
Metasploit1
React.js1

What databases does Smarsh use?

ElasticSearch is named in 19% of job postings at Smarsh, followed by PostgreSQL (11%), MS SQL (11%), DynamoDB (8%).

ElasticSearch 7 19% required in 57% · 1 open now · since Apr 2026
PostgreSQL 4 11% required in 50% · 1 open now · since Apr 2026
MS SQL 4 11% optional · since Apr 2026
DynamoDB 3 8% required in 67% · since Feb 2026
MySQL 2 6% optional · 1 open now · since Apr 2026
Amazon Redshift 1 3% required in 100% · 1 open now · since Oct 2026
Google BigQuery 1 3% required in 100% · 1 open now · since Oct 2026
Milvus 1 3% required in 100% · since Apr 2026
Show all (14)
Qdrant1
Redis1
Snowflake1
Vespa1
Amazon Aurora1
Cassandra1

What cloud and platforms does Smarsh use?

AWS is named in 53% of job postings at Smarsh, followed by Kubernetes (47%), Grafana (33%), Datadog (31%).

AWS 19 53% required in 79% · 5 open now · since Feb 2026
Kubernetes 17 47% required in 71% · 5 open now · since Feb 2026
Grafana 12 33% required in 92% · 2 open now · since Feb 2026
Datadog 11 31% required in 82% · 2 open now · since Feb 2026
Apache Kafka 10 28% required in 60% · 2 open now · since Feb 2026
Amazon EKS 9 25% required in 78% · 3 open now · since Feb 2026
GitHub 8 22% required in 38% · since Apr 2026
Amazon S3 7 19% required in 86% · 2 open now · since Feb 2026
Show all (47)
AWS Lambda6
Amazon ECS6
Amazon CloudWatch6
Amazon EC25
Linux5
Power BI4
Splunk4
Istio4
AWS Bedrock3
GitHub Actions3
GitLab3
GitLab CI3
Anthropic2
Looker2
MuleSoft2
New Relic2
Ollama2
OpenAI2
Perplexity2
Tableau2
API Gateway2
AWS Fargate1
AWS Step Functions1
Active Directory1
Amazon Kinesis1
Crowdstrike1
CyberArk1
Databricks1
Dynatrace1
Figma1
H2O.ai1
Hugging Face1

And 7 more, each named in fewer postings.

What developer tools does Smarsh use?

Prometheus is named in 33% of job postings at Smarsh, followed by Terraform (31%), Docker (22%), Claude Code (17%).

Prometheus 12 33% required in 75% · 4 open now · since Feb 2026
Terraform 11 31% required in 91% · 3 open now · since Feb 2026
Docker 8 22% required in 75% · 3 open now · since Feb 2026
Claude Code 6 17% required in 50% · 2 open now · since Apr 2026
Git 5 14% required in 80% · 3 open now · since Feb 2026
Jenkins 5 14% required in 60% · 1 open now · since Jul 2026
Windsurf 5 14% required in 40% · 1 open now · since Apr 2026
Helm 4 11% required in 100% · 2 open now · since Feb 2026
Show all (32)
CloudFormation4
Copilot4
ArgoCD3
Model Context Protocol3
Rest API3
Karpenter2
Kustomize2
Envoy2
Canva1
Cortex1
Fivetran1
Gatling1
Gearset1
HashiCorp Vault1
JMeter1
Maven1
Vault1
WordPress1
dbt1
k61
AWS CDK1
Cobalt Strike1
Nessus1
Triton Inference Server1

What AI and ML technologies does Smarsh use?

Claude is named in 19% of job postings at Smarsh, followed by LLM (17%), ChatGPT (11%), Gemini (3%).

Claude 7 19% required in 71% · 2 open now · since Feb 2026
LLM 6 17% required in 83% · 1 open now · since May 2026
ChatGPT 4 11% required in 100% · since Feb 2026
Gemini 1 3% required in 100% · since Aug 2026

Which engineering practices does Smarsh ask for?

CI/CD is named in 56% of job postings at Smarsh, followed by Platform Engineering (22%), IAM (19%), AI Agents (19%).

CI/CD 20 56% required in 95% · 4 open now · since Feb 2026
Platform Engineering 8 22% required in 100% · 2 open now · since Feb 2026
IAM 7 19% required in 86% · 2 open now · since Jul 2026
AI Agents 7 19% required in 71% · 3 open now · since May 2026
DNS 4 11% required in 100% · 2 open now · since Jul 2026
RAG 4 11% required in 75% · 1 open now · since Apr 2026
TCP/IP 4 11% required in 75% · 2 open now · since Jan 2026
Service Mesh 4 11% required in 50% · 1 open now · since Jul 2026
Show all (33)
GitOps3
Machine Learning3
Agentic Workflows3
DHCP2
Function Calling2
Human-in-the-Loop2
Prompt Engineering2
SLI/SLO/SLA2
NLP2
Incident Management2
A/B Testing1
ETL/ELT1
Embeddings1
FinOps1
Fine-tuning1
Hybrid Search1
Knowledge Graph1
OCR1
SOAP1
Semantic Search1
Time Series1
Transfer Learning1
Web Components1
Multi-Agent Systems1
Speech Recognition1

What does each Smarsh team work with?

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

Backend

11 postings
AWS6
Grafana5
Java5
Kubernetes5
Apache Kafka4
Python4

DevOps

8 postings
AWS8
Terraform8
Prometheus7
Amazon EKS6
Kubernetes6
Python5

Marketing

4 postings
ChatGPT2
Claude2
Looker2
Perplexity2
Power BI2
Tableau2

Data Science

3 postings
Datadog2
Grafana2
Splunk2

See the open roles

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How much does Smarsh pay by technology?

Median stated pay of the postings that name each technology, against the median of all Smarsh postings with stated pay: $167k across 19 postings.

TechnologyPostings with payMedianvs company median
AWS6$183k+9%
Claude6$150k−10%
SQL6$150k−10%
Kubernetes5$167k0%
Python5$167k0%
Datadog5$155k−7%

How is the Smarsh 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
Power BISep 2026
LookerSep 2026
TableauSep 2026
Function CallingAug 2026
AnthropicAug 2026
FastAPIAug 2026
Human-in-the-LoopAug 2026
LangGraphAug 2026
Rising
SQL0% → 45%
Power BI0% → 36%
PostgreSQL0% → 27%
AI Agents18% → 36%
LLM18% → 27%
Falling
Kubernetes59% → 18%
Prometheus47% → 9%
GitHub35% → 0%
Java29% → 0%
Apache Kafka29% → 0%
Jenkins29% → 0%
Spring Boot24% → 0%
Platform Engineering29% → 9%

How modern is the Smarsh stack?

Cutting-edge AI adopter 84/100

Smarsh scores 84 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 Smarsh stack in its industry?

Share of the 584 companies in the same industries, whose stack Alion knows, that use each technology.

AWS46%
Kubernetes36%
Grafana15%
Python57%
Datadog12%
Apache Kafka17%
Java24%
Amazon EKS11%
GitHub20%
Amazon S314%

What sets Smarsh apart

Istio2%

Questions about the Smarsh tech stack

What programming languages does Smarsh use?

The languages named in Smarsh job postings are Python (33%), Java (28%), SQL (19%), C# (11%), JavaScript (11%), as a share of the 36 postings of the last 12 months.

Does Smarsh use Spring Boot?

Yes. Spring Boot is named in 5 of 36 job postings (14%) and required in 4 of them.

What cloud and platforms does Smarsh use?

The cloud and platforms named in Smarsh job postings are AWS (19), Kubernetes (17), Grafana (12) (postings in brackets).

What skills do you need for a Backend job at Smarsh?

Backend postings at Smarsh most often require AWS (6), Grafana (5), Java (5), Kubernetes (5), out of 11 postings in the last 12 months.

Is the Smarsh tech stack changing?

Yes. Power BI, Looker, Tableau, Function Calling first appeared in Smarsh job postings in the last six months.

How modern is the Smarsh tech stack?

Smarsh scores 84 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 Smarsh tech stack?

Alion reads every job posting Smarsh publishes and tags the technologies each one names. The figures on this page count the 36 postings of the last 12 months and were updated on Nov 12, 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, "Smarsh tech stack: 162 technologies from 36 job postings", as of Nov 12, 2026. https://alion.io/company/smarsh/technologies

Licence: CC BY-SA 4.0JSON