Worth Learning

Data as of November 2, 2026

Solutions engineering

Azure is in 40% of these roles, vs. 20% across tech.

The skills employers mention most in open solutions engineering roles, and how each compares with tech as a whole.

Open roles
436
Companies hiring
27
New in the last 7 days
50
Listed as remote
At least 27%

What sets this apart

  1. +20 Azure 40% here, 20% overall
  2. +19 GCP 39% here, 20% overall
  3. +18 SQL 36% here, 19% overall
  4. +17 AWS 44% here, 27% overall

Percentage points above the share of all tech roles.

Most requested

  • Share of these roles
  • Furthest above tech overall
  • Share across all tech roles
Share of open solutions engineering roles and of companies mentioning each skill
Skill Share of roles, as a bar % of roles % of companies
Python 254 of 436 roles · 17 of 27 companies · 51% across all tech roles 58% 63%
AWS 192 of 436 roles · 16 of 27 companies · 27% across all tech roles 44%+17 pts 59%
Azure 175 of 436 roles · 14 of 27 companies · 20% across all tech roles 40%+20 pts 52%
GCP 170 of 436 roles · 14 of 27 companies · 20% across all tech roles 39%+19 pts 52%
SQL 159 of 436 roles · 11 of 27 companies · 19% across all tech roles 36%+18 pts 41%
JavaScript 93 of 436 roles · 9 of 27 companies · 14% across all tech roles 21% 33%
LLMs 88 of 436 roles · 12 of 27 companies · 19% across all tech roles 20% 44%
RAG 75 of 436 roles · 8 of 27 companies · 6% across all tech roles 17% 30%
CI/CD 72 of 436 roles · 7 of 27 companies · 17% across all tech roles 16% 26%
Bash 69 of 436 roles · 8 of 27 companies · 5% across all tech roles 16% 30%
Java 68 of 436 roles · 9 of 27 companies · 20% across all tech roles 16% 33%
Spark 66 of 436 roles · 4 of 27 companies · 9% across all tech roles 15% 15%
Snowflake 62 of 436 roles · 4 of 27 companies · 4% across all tech roles 14% 15%
Go 59 of 436 roles · 4 of 27 companies · 27% across all tech roles 14% 15%
Zero trust 59 of 436 roles · 5 of 27 companies · 4% across all tech roles 14% 18%
Terraform 52 of 436 roles · 4 of 27 companies · 10% across all tech roles 12% 15%
Kubernetes 47 of 436 roles · 9 of 27 companies · 21% across all tech roles 11% 33%
Scala 47 of 436 roles · 2 of 27 companies · 5% across all tech roles 11% 7%
SOC 2 46 of 436 roles · 4 of 27 companies · 3% across all tech roles 11% 15%
GraphQL 42 of 436 roles · 1 of 27 companies · 4% across all tech roles 10% 4%
See all 90 skills
SkillCategoryRoles% of rolesCompanies% of companies
PythonLanguages25458.3%1763%
AWSCloud19244.0%1659%
AzureCloud17540.1%1452%
GCPCloud17039.0%1452%
SQLLanguages15936.5%1141%
JavaScriptLanguages9321.3%933%
LLMsAI/ML8820.2%1244%
RAGAI/ML7517.2%830%
CI/CDInfrastructure7216.5%726%
BashLanguages6915.8%830%
JavaLanguages6815.6%933%
SparkData6615.1%415%
SnowflakeData6214.2%415%
GoLanguages5913.5%415%
Zero trustSecurity5913.5%518%
TerraformInfrastructure5211.9%415%
KubernetesInfrastructure4710.8%933%
ScalaLanguages4710.8%27%
SOC 2Security4610.6%415%
GraphQLWeb429.6%14%
KafkaData419.4%518%
HadoopData368.3%27%
ETL/ELTData337.6%518%
MLflowAI/ML276.2%14%
dbtData235.3%311%
LinuxInfrastructure225.0%830%
RLanguages225.0%311%
Data modelingData204.6%518%
BigQueryData184.1%518%
C#Languages184.1%311%
Node.jsWeb184.1%415%
C++Languages163.7%415%
RubyLanguages163.7%311%
SAMLIdentity163.7%415%
OAuthIdentity153.4%518%
RedshiftData133.0%518%
DatabricksData122.8%311%
JenkinsInfrastructure112.5%518%
PandasData112.5%14%
scikit-learnAI/ML112.5%14%
AnsibleInfrastructure102.3%415%
DockerInfrastructure102.3%518%
OIDCIdentity102.3%311%
SIEMSecurity102.3%311%
PHPLanguages92.1%311%
PostgreSQLDatabases92.1%311%
TypeScriptLanguages92.1%518%
PowerShellLanguages81.8%311%
PrometheusObservability81.8%311%
SCIMIdentity81.8%311%
LangChainAI/ML71.6%518%
PyTorchAI/ML71.6%27%
SplunkObservability71.6%415%
TableauAnalytics71.6%27%
FedRAMPSecurity61.4%311%
GrafanaObservability61.4%415%
Power BIAnalytics61.4%14%
CassandraDatabases51.1%27%
ElasticsearchDatabases51.1%27%
HelmInfrastructure51.1%27%
Hugging FaceAI/ML51.1%415%
Vulnerability managementSecurity51.1%27%
.NETLanguages40.9%27%
Entra IDIdentity40.9%27%
MySQLDatabases40.9%27%
ReactWeb40.9%27%
TensorFlowAI/ML40.9%14%
Active DirectoryIdentity30.7%14%
FivetranData30.7%27%
FlinkData30.7%14%
LookerAnalytics30.7%27%
NISTSecurity30.7%311%
OpenTelemetryObservability30.7%14%
AirflowData20.5%27%
DatadogObservability20.5%27%
GitInfrastructure20.5%27%
GitHub ActionsInfrastructure20.5%27%
ISO 27001Security20.5%14%
IcebergData20.5%27%
MongoDBDatabases20.5%14%
RBACIdentity20.5%14%
SSOIdentity20.5%14%
A/B testingAnalytics10.2%14%
ClickHouseDatabases10.2%14%
KotlinLanguages10.2%14%
MATLABLanguages10.2%14%
OWASPSecurity10.2%14%
OktaIdentity10.2%14%
Penetration testingSecurity10.2%14%
SwiftLanguages10.2%14%

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