Worth Learning

Data as of November 2, 2026

Data engineering

SQL is in 67% of these roles, vs. 19% across tech.

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

Open roles
69
Companies hiring
23
New in the last 7 days
8
Listed as remote
At least 16%

What sets this apart

  1. +48 SQL 67% here, 19% overall
  2. +38 Airflow 41% here, 3% overall
  3. +35 Spark 44% here, 9% overall
  4. +32 ETL/ELT 36% here, 4% 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 data engineering roles and of companies mentioning each skill
Skill Share of roles, as a bar % of roles % of companies
Python 52 of 69 roles · 21 of 23 companies · 51% across all tech roles 75% 91%
SQL 46 of 69 roles · 21 of 23 companies · 19% across all tech roles 67%+48 pts 91%
Spark 30 of 69 roles · 16 of 23 companies · 9% across all tech roles 44%+35 pts 70%
Airflow 28 of 69 roles · 15 of 23 companies · 3% across all tech roles 41%+38 pts 65%
ETL/ELT 25 of 69 roles · 13 of 23 companies · 4% across all tech roles 36%+32 pts 56%
Kafka 21 of 69 roles · 11 of 23 companies · 6% across all tech roles 30% 48%
dbt 21 of 69 roles · 11 of 23 companies · 3% across all tech roles 30% 48%
AWS 20 of 69 roles · 9 of 23 companies · 27% across all tech roles 29% 39%
Data modeling 20 of 69 roles · 16 of 23 companies · 4% across all tech roles 29% 70%
Kubernetes 20 of 69 roles · 9 of 23 companies · 21% across all tech roles 29% 39%
Snowflake 19 of 69 roles · 12 of 23 companies · 4% across all tech roles 28% 52%
GCP 17 of 69 roles · 10 of 23 companies · 20% across all tech roles 25% 44%
Java 16 of 69 roles · 9 of 23 companies · 20% across all tech roles 23% 39%
Flink 15 of 69 roles · 9 of 23 companies · 1% across all tech roles 22% 39%
Databricks 14 of 69 roles · 6 of 23 companies · 2% across all tech roles 20% 26%
Iceberg 14 of 69 roles · 9 of 23 companies · 1% across all tech roles 20% 39%
LLMs 13 of 69 roles · 10 of 23 companies · 19% across all tech roles 19% 44%
CI/CD 12 of 69 roles · 6 of 23 companies · 17% across all tech roles 17% 26%
Azure 11 of 69 roles · 6 of 23 companies · 20% across all tech roles 16% 26%
Docker 11 of 69 roles · 7 of 23 companies · 7% across all tech roles 16% 30%
See all 58 skills
SkillCategoryRoles% of rolesCompanies% of companies
PythonLanguages5275.4%2191%
SQLLanguages4666.7%2191%
SparkData3043.5%1670%
AirflowData2840.6%1565%
ETL/ELTData2536.2%1356%
KafkaData2130.4%1148%
dbtData2130.4%1148%
AWSCloud2029.0%939%
Data modelingData2029.0%1670%
KubernetesInfrastructure2029.0%939%
SnowflakeData1927.5%1252%
GCPCloud1724.6%1044%
JavaLanguages1623.2%939%
FlinkData1521.7%939%
DatabricksData1420.3%626%
IcebergData1420.3%939%
LLMsAI/ML1318.8%1044%
CI/CDInfrastructure1217.4%626%
AzureCloud1115.9%626%
DockerInfrastructure1115.9%730%
GoLanguages1115.9%730%
TableauAnalytics1115.9%522%
ScalaLanguages1014.5%835%
BigQueryData913.0%730%
HadoopData913.0%626%
LookerAnalytics913.0%522%
PostgreSQLDatabases811.6%730%
RedshiftData811.6%522%
TerraformInfrastructure710.1%522%
TypeScriptLanguages57.2%522%
ClickHouseDatabases45.8%313%
ElasticsearchDatabases45.8%29%
FivetranData45.8%313%
Node.jsWeb45.8%14%
PandasData45.8%313%
C++Languages34.3%29%
GitInfrastructure34.3%313%
MySQLDatabases34.3%313%
ReactWeb34.3%313%
SplunkObservability34.3%313%
DynamoDBDatabases22.9%29%
Power BIAnalytics22.9%14%
RedisDatabases22.9%29%
SIEMSecurity22.9%29%
BashLanguages11.4%14%
CassandraDatabases11.4%14%
DatadogObservability11.4%14%
ExcelAnalytics11.4%14%
GitHub ActionsInfrastructure11.4%14%
JenkinsInfrastructure11.4%14%
LinuxInfrastructure11.4%14%
MongoDBDatabases11.4%14%
RLanguages11.4%14%
RAGAI/ML11.4%14%
RBACIdentity11.4%14%
RubyLanguages11.4%14%
RustLanguages11.4%14%
gRPCWeb11.4%14%

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