Trace3 tech stack
Trace3 builds mostly with Python, PowerShell, Java, Bash. Its stack also includes AWS, Azure, Snowflake, Oracle. Python is named in 20 of the 63 job postings Trace3 published in the last 12 months (32%). Counted by Alion from the job postings of Trace3, updated Sep 27, 2026.
What programming languages does Trace3 use?
Python is named in 32% of job postings at Trace3, followed by PowerShell (19%), Java (13%), Bash (10%).
1C 
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What frameworks and libraries does Trace3 use?
Guardrails AI is named in 3% of job postings at Trace3, followed by JUnit (3%), Spring Boot (3%), LangChain (3%).
Guardrails AI
2 3%
JUnit
2 3%
Spring Boot
2 3%
LangChain
2 3%
React.js
1 2%
Spring Cloud
1 2%
LangGraph
1 2%
What databases does Trace3 use?
Snowflake is named in 5% of job postings at Trace3, followed by Oracle (3%), MS SQL (2%).
What cloud and platforms does Trace3 use?
AWS is named in 30% of job postings at Trace3, followed by Azure (27%), Windows (25%), VMWare (25%).
AWS
19 30%
Azure
17 27%
VMWare
16 25%
Kubernetes
10 16%
GCP
6 10%
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And 14 more, each named in fewer postings.
What developer tools does Trace3 use?
Ansible is named in 22% of job postings at Trace3, followed by Docker (16%), Hyper-V (11%), Puppet (10%).
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What AI and ML technologies does Trace3 use?
LLM is named in 6% of job postings at Trace3, followed by Falcon (2%).
Which engineering practices does Trace3 ask for?
CI/CD is named in 19% of job postings at Trace3, followed by DNS (17%), AI Agents (13%), Configuration Management (11%).
CI/CD
12 19%
AI Agents
8 13%
Configuration Management
7 11%
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What does each Trace3 team work with?
The technologies each team's postings require most often, with the number of postings that require them.
DevOps
14 postingsBackend
11 postingsSolutions
7 postingsLeadership
6 postingsIndustrial Engineering
5 postingsHow does your stack fit Trace3?
How much does Trace3 pay by technology?
Median stated pay of the postings that name each technology, against the median of all Trace3 postings with stated pay: $148k across 46 postings.
| Technology | Postings with pay | Median | vs company median |
|---|---|---|---|
| VMWare | 14 | $160k | +8% |
| Python | 14 | $143k | −3% |
| AWS | 14 | $135k | −8% |
| Azure | 12 | $158k | +7% |
| Linux | 11 | $135k | −8% |
| PowerShell | 10 | $140k | −5% |
| Windows | 10 | $126k | −14% |
| Active Directory | 10 | $125k | −15% |
| Java | 7 | $122k | −17% |
| Kubernetes | 6 | $187k | +27% |
How is the Trace3 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.
How modern is the Trace3 stack?
Trace3 scores 76 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: 2; legacy ones: 0.
How common is the Trace3 stack in its industry?
Share of the 1,436 companies in the same industries, whose stack Alion knows, that use each technology.
Companies with a stack like Trace3
Depository Trust & Clearing Corporation
110 shared technologies
Citizens Financial Group
95 shared technologies
Singtel
111 shared technologies
Unisys Corporation
108 shared technologies
Mitsubishi UFJ Financial Group
119 shared technologies
Huntington Bancshares
94 shared technologies
Danaher Corporation
111 shared technologies
Gilead Sciences
87 shared technologies
Questions about the Trace3 tech stack
What programming languages does Trace3 use?
The languages named in Trace3 job postings are Python (32%), PowerShell (19%), Java (13%), Bash (10%), C++ (8%), as a share of the 63 postings of the last 12 months.
Does Trace3 use Guardrails AI?
Yes. Guardrails AI is named in 2 of 63 job postings (3%) and required in 2 of them.
What cloud and platforms does Trace3 use?
The cloud and platforms named in Trace3 job postings are AWS (19), Azure (17), Windows (16) (postings in brackets).
What skills do you need for a DevOps job at Trace3?
DevOps postings at Trace3 most often require VMWare (8), AWS (7), Active Directory (7), Ansible (7), out of 14 postings in the last 12 months.
Is the Trace3 tech stack changing?
Yes. Databricks, Microsoft Fabric, NIST AI RMF, AWS Bedrock first appeared in Trace3 job postings in the last six months.
How modern is the Trace3 tech stack?
Trace3 scores 76 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: 2; legacy ones: 0.
How does Alion know the Trace3 tech stack?
Alion reads every job posting Trace3 publishes and tags the technologies each one names. The figures on this page count the 63 postings of the last 12 months and were updated on Sep 27, 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, "Trace3 tech stack: 139 technologies from 63 job postings", as of Sep 27, 2026. https://alion.io/company/trace3/technologies