SymphonyAI
Information Technology · Law Enforcement

SymphonyAI tech stack

SymphonyAI builds mostly with Python, SQL, Java, JavaScript. Its stack also includes Azure, AWS, PostgreSQL, Oracle. Azure is named in 28 of the 48 job postings SymphonyAI published in the last 12 months (58%). Counted by Alion from the job postings of SymphonyAI, updated Nov 13, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 13, 2026
Technologies in use
120
Postings analysed
48
Open now
31
Modernity
73 /100
New in 6 months
7

What programming languages does SymphonyAI use?

Python is named in 52% of job postings at SymphonyAI, followed by SQL (46%), Java (33%), JavaScript (17%).

Python 25 52% required in 76% · 17 open now · since Jul 2026
SQL 22 46% required in 77% · 15 open now · since Jul 2026
Java 16 33% required in 75% · 12 open now · since Jul 2026
JavaScript 8 17% required in 50% · 8 open now · since Aug 2026
TypeScript 8 17% required in 50% · 8 open now · since Aug 2026
C# 5 10% optional · 5 open now · since Aug 2026
Bash 2 4% required in 100% · 2 open now · since Aug 2026
Sass 1 2% required in 100% · 1 open now · since Oct 2026
Show all (9)
Rust1

What frameworks and libraries does SymphonyAI use?

Pandas is named in 17% of job postings at SymphonyAI, followed by Angular (10%), TensorFlow (10%), Keras (10%).

Pandas 8 17% required in 88% · 4 open now · since Aug 2026
Angular 5 10% required in 100% · 5 open now · since Aug 2026
TensorFlow 5 10% required in 100% · 4 open now · since Aug 2026
Keras 5 10% required in 60% · 4 open now · since Aug 2026
Scikit-learn 5 10% required in 60% · 4 open now · since Aug 2026
React.js 3 6% required in 100% · 3 open now · since Oct 2026
LangChain 3 6% required in 67% · 1 open now · since Aug 2026
LangGraph 3 6% required in 33% · 1 open now · since Aug 2026
Show all (24)
NumPy3
Polars3
Hadoop2
PyTorch2
Spring Boot2
AutoGen2
CrewAI2
Matplotlib2
Plotly2
Vue.js2
NgRx1
Playwright1
PrimeNG1
Redux1
RxJS1
Zustand1

What databases does SymphonyAI use?

PostgreSQL is named in 25% of job postings at SymphonyAI, followed by Oracle (21%), ElasticSearch (13%), Redis (8%).

PostgreSQL 12 25% required in 100% · 8 open now · since Jul 2026
Oracle 10 21% required in 100% · 9 open now · since Aug 2026
ElasticSearch 6 13% required in 33% · 5 open now · since Aug 2026
Redis 4 8% required in 100% · 3 open now · since Aug 2026
Snowflake 4 8% optional · 4 open now · since Aug 2026

What cloud and platforms does SymphonyAI use?

Azure is named in 58% of job postings at SymphonyAI, followed by AWS (56%), Kubernetes (50%), Linux (38%).

Azure 28 58% required in 86% · 19 open now · since Jul 2026
AWS 27 56% required in 85% · 19 open now · since Aug 2026
Kubernetes 24 50% required in 67% · 18 open now · since Jul 2026
Linux 18 38% required in 83% · 14 open now · since Jul 2026
Apache Kafka 16 33% required in 75% · 11 open now · since Jul 2026
GCP 15 31% required in 93% · 11 open now · since Aug 2026
Unix 9 19% required in 56% · 7 open now · since Jul 2026
Grafana 9 19% required in 44% · 8 open now · since Aug 2026
Show all (37)
GitHub7
Azure AKS6
Azure DevOps6
.NET5
GitHub Actions5
Checkmarx4
K3s4
Snyk4
RabbitMQ4
Datadog2
Kibana2
OpenShift2
Spark2
PagerDuty2
Vertex AI2
AWS Bedrock2
CentOS Stream2
Databricks2
Figma2
OpenAI2
Power BI2
Tableau2
Amazon CloudWatch1
AppDynamics1
Bitbucket1
Cloudflare1
Dynatrace1
New Relic1
Ubuntu1

What developer tools does SymphonyAI use?

Rest API is named in 44% of job postings at SymphonyAI, followed by Docker (42%), Helm (17%), Prometheus (17%).

Rest API 21 44% required in 100% · 16 open now · since Jul 2026
Docker 20 42% required in 90% · 11 open now · since Jul 2026
Helm 8 17% required in 88% · 6 open now · since Aug 2026
Prometheus 8 17% required in 38% · 7 open now · since Aug 2026
Terraform 6 13% required in 100% · 5 open now · since Aug 2026
Ansible 5 10% required in 100% · 4 open now · since Aug 2026
GraphQL 5 10% required in 100% · 2 open now · since Jul 2026
Git 5 10% required in 60% · 3 open now · since Jul 2026
Show all (23)
Acunetix4
Trivy4
Nginx4
Apache Tomcat3
Cursor3
OPC UA3
Model Context Protocol3
Apache NiFi2
Copilot2
gRPC2
Jenkins2
Semantic Kernel2
HAProxy1
TestRail1
Zabbix1

What AI and ML technologies does SymphonyAI use?

Claude is named in 2% of job postings at SymphonyAI.

Claude 1 2% required in 100% · 1 open now · since Oct 2026

Which engineering practices does SymphonyAI ask for?

Machine Learning is named in 46% of job postings at SymphonyAI, followed by CI/CD (33%), AI Agents (23%), Incident Management (13%).

Machine Learning 22 46% required in 100% · 14 open now · since Aug 2026
CI/CD 16 33% required in 81% · 12 open now · since Jul 2026
AI Agents 11 23% required in 73% · 5 open now · since Jul 2026
Incident Management 6 13% required in 100% · 5 open now · since Aug 2026
Time Series 5 10% required in 80% · 4 open now · since Aug 2026
NLP 3 6% required in 100% · 3 open now · since Sep 2026
SLI/SLO/SLA 3 6% required in 100% · 3 open now · since Aug 2026
A/B Testing 2 4% required in 100% · since Jul 2026
Show all (21)
RAG2
Digital Twin2
LLMOps2
Multi-Agent Systems2
DNS1
IAM1
Knowledge Graph1
Master Data Management1
State Management1
TCP/IP1
VPN1
Blue-Green Deployment1
Chaos Engineering1

What does each SymphonyAI team work with?

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

Solutions

10 postings
Rest API8
SQL6
Java5
.NET4
Angular4
GraphQL4

DevOps

9 postings
Azure7
Linux7
Docker6
Kubernetes6
PostgreSQL6
Terraform6

Backend

8 postings
AWS8
Azure8
GCP8
Rest API8
Docker6
Kubernetes6

Data Science

7 postings
Python7
Pandas6
AWS3
Azure3
Docker3
GitHub3

AI/ML

3 postings
Python3
LangChain2
PyTorch2
TensorFlow2

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How is the SymphonyAI 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
Spring BootNov 2026
Vue.jsNov 2026
React.jsOct 2026
DatadogOct 2026
PagerDutyOct 2026
CursorOct 2026
CopilotOct 2026

How modern is the SymphonyAI stack?

Modern AI adopter 73/100

SymphonyAI scores 73 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.

How common is the SymphonyAI stack in its industry?

Share of the 3,898 companies in the same industries, whose stack Alion knows, that use each technology.

Azure19%
AWS25%
Python34%
Kubernetes20%
SQL26%
Linux14%
Apache Kafka9%
Java13%
GCP16%
PostgreSQL17%

What sets SymphonyAI apart

Oracle3%
Unix3%
Pandas4%
Azure AKS2%
Azure DevOps4%
Keras1%
Checkmarx0%
K3s0%
RabbitMQ4%
Snyk1%

Questions about the SymphonyAI tech stack

What programming languages does SymphonyAI use?

The languages named in SymphonyAI job postings are Python (52%), SQL (46%), Java (33%), JavaScript (17%), TypeScript (17%), as a share of the 48 postings of the last 12 months.

Does SymphonyAI use Pandas?

Yes. Pandas is named in 8 of 48 job postings (17%) and required in 7 of them.

What cloud and platforms does SymphonyAI use?

The cloud and platforms named in SymphonyAI job postings are Azure (28), AWS (27), Kubernetes (24) (postings in brackets).

What skills do you need for a Solutions job at SymphonyAI?

Solutions postings at SymphonyAI most often require Rest API (8), SQL (6), Java (5), .NET (4), out of 10 postings in the last 12 months.

Is the SymphonyAI tech stack changing?

Yes. Spring Boot, Vue.js, React.js, Datadog first appeared in SymphonyAI job postings in the last six months.

How modern is the SymphonyAI tech stack?

SymphonyAI scores 73 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.

How does Alion know the SymphonyAI tech stack?

Alion reads every job posting SymphonyAI publishes and tags the technologies each one names. The figures on this page count the 48 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, "SymphonyAI tech stack: 120 technologies from 48 job postings", as of Nov 13, 2026. https://alion.io/company/symphonyai/technologies

Licence: CC BY-SA 4.0JSON