Serval tech stack

Serval builds mostly with SQL, Python, TypeScript, Apex. Its stack also includes Perplexity, Vercel, Snowflake, PostgreSQL. Perplexity is named in 57 of the 57 job postings Serval published in the last 12 months (100%). Counted by Alion from the job postings of Serval, updated Sep 30, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 30, 2026
Technologies in use
48
Postings analysed
57
Open now
52
Modernity
83 /100
New in 6 months
7

What programming languages does Serval use?

SQL is named in 18% of job postings at Serval, followed by Python (5%), TypeScript (5%), Apex (4%).

SQL 10 18% required in 100% · 8 open now · since Feb 2026
Python 3 5% required in 100% · 3 open now · since Jan 2026
TypeScript 3 5% optional · 3 open now · since Aug 2025
Apex 2 4% required in 100% · 1 open now · since Aug 2026
Go 1 2% required in 100% · 1 open now · since Aug 2025
Java 1 2% required in 100% · 1 open now · since Jul 2026
PowerShell 1 2% required in 100% · 1 open now · since Apr 2026

What databases does Serval use?

Snowflake is named in 5% of job postings at Serval, followed by PostgreSQL (2%).

Snowflake 3 5% required in 100% · 2 open now · since Aug 2026
PostgreSQL 1 2% required in 100% · 1 open now · since Aug 2026

What cloud and platforms does Serval use?

Perplexity is named in 100% of job postings at Serval, followed by Vercel (100%), Okta (12%), AWS (7%).

Perplexity 57 100% required in 4% · 52 open now · since Aug 2025
Vercel 57 100% required in 4% · 52 open now · since Aug 2025
Okta 7 12% required in 71% · 7 open now · since Jan 2026
AWS 4 7% required in 75% · 4 open now · since Aug 2025
Kubernetes 4 7% required in 50% · 4 open now · since Aug 2025
PagerDuty 3 5% required in 33% · 3 open now · since Jan 2026
Datadog 2 4% required in 100% · 2 open now · since Jan 2026
Looker 2 4% required in 100% · 1 open now · since Aug 2026
Show all (18)
Active Directory1
Azure1
Databricks1
Figma1
GCP1
Grafana1
LDAP1
SIEM1
Wiz1
Apache Kafka1

What developer tools does Serval use?

Rest API is named in 7% of job postings at Serval, followed by Terraform (7%), Salesforce Flow (4%), dbt (4%).

Rest API 4 7% required in 100% · 4 open now · since Feb 2026
Terraform 4 7% required in 75% · 4 open now · since Aug 2025
Salesforce Flow 2 4% required in 100% · 1 open now · since Aug 2026
dbt 2 4% required in 100% · 1 open now · since Aug 2026
gRPC 2 4% optional · 2 open now · since Aug 2025
Docker 1 2% required in 100% · 1 open now · since Jan 2026
Fivetran 1 2% required in 100% · 1 open now · since Aug 2026
Prometheus 1 2% required in 100% · 1 open now · since Jan 2026

What AI and ML technologies does Serval use?

LLM is named in 14% of job postings at Serval, followed by Claude (2%).

LLM 8 14% required in 75% · 7 open now · since Nov 2025
Claude 1 2% optional · 1 open now · since Sep 2026

Which engineering practices does Serval ask for?

AI Agents is named in 100% of job postings at Serval, followed by LLM Guardrails (11%), IAM (9%), CI/CD (5%).

AI Agents 57 100% required in 30% · 52 open now · since Aug 2025
LLM Guardrails 6 11% required in 100% · 5 open now · since Jun 2026
IAM 5 9% required in 100% · 5 open now · since Feb 2026
CI/CD 3 5% required in 67% · 3 open now · since Jan 2026
Prompt Engineering 2 4% required in 100% · 1 open now · since Aug 2026
ETL/ELT 2 4% required in 50% · 2 open now · since Jan 2026
Function Calling 1 2% required in 100% · 1 open now · since Jun 2026
Human-in-the-Loop 1 2% required in 100% · since Aug 2026
Show all (11)
Incident Management1
Tool Use1
Voice Agents1

What does each Serval team work with?

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

Solutions

9 postings
LLM4
SQL4
Okta3
Rest API3

See the open roles

How does your stack fit Serval?

Sign in to compare your skills with this stack and see which open roles fit you.
Sign In

How much does Serval pay by technology?

Median stated pay of the postings that name each technology, against the median of all Serval postings with stated pay: $250k across 57 postings.

TechnologyPostings with payMedianvs company median
Perplexity57$250k0%
Vercel57$250k0%
SQL10$263k+5%
LLM8$325k+30%
Okta7$300k+20%

How is the Serval 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
ApexAug 2026
LookerAug 2026
Prompt EngineeringAug 2026
Salesforce FlowAug 2026
dbtAug 2026
SnowflakeAug 2026
LLM GuardrailsJun 2026
Rising
SQL0% → 24%
Rest API0% → 8%
Snowflake0% → 8%
Okta8% → 13%
LLM Guardrails8% → 13%

How modern is the Serval stack?

Cutting-edge AI adopter 83/100

Serval scores 83 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 Serval stack in its industry?

Share of the 836 companies in the same industries, whose stack Alion knows, that use each technology.

Perplexity5%
Vercel4%
SQL41%
LLM54%
Okta8%
AWS49%
Kubernetes40%
PagerDuty3%
Python67%
Snowflake13%

What sets Serval apart

Vercel4%
PagerDuty3%

Questions about the Serval tech stack

What programming languages does Serval use?

The languages named in Serval job postings are SQL (18%), Python (5%), TypeScript (5%), Apex (4%), Go (2%), as a share of the 57 postings of the last 12 months.

Does Serval use Perplexity?

Yes. Perplexity is named in 57 of 57 job postings (100%) and required in 2 of them.

What cloud and platforms does Serval use?

The cloud and platforms named in Serval job postings are Perplexity (57), Vercel (57), Okta (7) (postings in brackets).

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

Solutions postings at Serval most often require LLM (4), SQL (4), Okta (3), Rest API (3), out of 9 postings in the last 12 months.

Is the Serval tech stack changing?

Yes. Apex, Looker, Prompt Engineering, Salesforce Flow first appeared in Serval job postings in the last six months.

How modern is the Serval tech stack?

Serval scores 83 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 Serval tech stack?

Alion reads every job posting Serval publishes and tags the technologies each one names. The figures on this page count the 57 postings of the last 12 months and were updated on Sep 30, 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, "Serval tech stack: 48 technologies from 57 job postings", as of Sep 30, 2026. https://alion.io/company/serval-com/technologies

Licence: CC BY-SA 4.0JSON