Trace3 tech stack
Trace3 builds mostly with Python, PowerShell, Java, Bash. Its stack also includes AWS, Azure, Snowflake, Oracle. AWS is named in 29 of the 97 job postings Trace3 published in the last 12 months (30%). Counted by Alion from the job postings of Trace3, updated Nov 12, 2026.
What programming languages does Trace3 use?
Python is named in 28% of job postings at Trace3, followed by PowerShell (15%), Java (11%), Bash (8%).
Python
27 28%
PowerShell
15 15%
Java
11 11%
Bash
8 8%
C++
7 7%
SQL
3 3%
JavaScript
2 2%
TypeScript
2 2%
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What frameworks and libraries does Trace3 use?
Spring Boot is named in 3% of job postings at Trace3, followed by CUDA (2%), Guardrails AI (2%), JUnit (2%).
Spring Boot
3 3%
Guardrails AI
2 2%
JUnit
2 2%
React.js
2 2%
LangChain
2 2%
OpenTelemetry
2 2%
Spring Cloud
1 1%
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What databases does Trace3 use?
Snowflake is named in 5% of job postings at Trace3, followed by Oracle (3%), Google BigQuery (1%), MS SQL (1%).
What cloud and platforms does Trace3 use?
AWS is named in 30% of job postings at Trace3, followed by Azure (28%), Linux (20%), VMWare (20%).
AWS
29 30%
Azure
27 28%
VMWare
19 20%
Kubernetes
15 15%
GCP
11 11%
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And 23 more, each named in fewer postings.
What developer tools does Trace3 use?
Docker is named in 13% of job postings at Trace3, followed by Ansible (13%), Microsoft Excel (12%), Hyper-V (7%).
Docker
13 13%
Ansible
13 13%
Hyper-V
7 7%
Terraform
7 7%
Puppet
6 6%
Git
5 5%
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And 5 more, each named in fewer postings.
What AI and ML technologies does Trace3 use?
LLM is named in 6% of job postings at Trace3, followed by ChatGPT (1%), Claude (1%), Falcon (1%).
Which engineering practices does Trace3 ask for?
CI/CD is named in 20% of job postings at Trace3, followed by DNS (14%), AI Agents (10%), DHCP (9%).
Show all (38)
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
17 postingsBackend
13 postingsSolutions
13 postingsIndustrial Engineering
9 postingsSecurity
7 postingsSales
6 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: $145k across 71 postings.
| Technology | Postings with pay | Median | vs company median |
|---|---|---|---|
| AWS | 22 | $188k | +29% |
| Azure | 21 | $200k | +38% |
| Python | 19 | $160k | +10% |
| VMWare | 15 | $175k | +21% |
| Linux | 14 | $133k | −9% |
| Kubernetes | 12 | $187k | +29% |
| PowerShell | 12 | $153k | +5% |
| Active Directory | 11 | $130k | −10% |
| Java | 11 | $122k | −16% |
| Windows | 9 | $130k | −10% |
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 80 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 Trace3 stack in its industry?
Share of the 6,701 companies in the same industries, whose stack Alion knows, that use each technology.
What sets Trace3 apart
Companies with a stack like Trace3
Singtel
138 shared technologies
Mitsubishi UFJ Financial Group
141 shared technologies
GuidePoint Security
116 shared technologies
Depository Trust & Clearing Corporation
133 shared technologies
OpenText
129 shared technologies
Unisys
134 shared technologies
AT&T
125 shared technologies
Northern Trust
129 shared technologies
Questions about the Trace3 tech stack
What programming languages does Trace3 use?
The languages named in Trace3 job postings are Python (28%), PowerShell (15%), Java (11%), Bash (8%), C++ (7%), as a share of the 97 postings of the last 12 months.
Does Trace3 use Spring Boot?
Yes. Spring Boot is named in 3 of 97 job postings (3%) and required in 3 of them.
What cloud and platforms does Trace3 use?
The cloud and platforms named in Trace3 job postings are AWS (29), Azure (27), Linux (19) (postings in brackets).
What skills do you need for a DevOps job at Trace3?
DevOps postings at Trace3 most often require AWS (8), Linux (8), VMWare (8), Active Directory (7), out of 17 postings in the last 12 months.
Is the Trace3 tech stack changing?
Yes. Agentic Workflows, Cortex, Google SecOps, Microsoft Sentinel first appeared in Trace3 job postings in the last six months.
How modern is the Trace3 tech stack?
Trace3 scores 80 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 Trace3 tech stack?
Alion reads every job posting Trace3 publishes and tags the technologies each one names. The figures on this page count the 97 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, "Trace3 tech stack: 177 technologies from 97 job postings", as of Nov 12, 2026. https://alion.io/company/trace3/technologies