snapshot_date stringdate 2026-10-24 00:00:00 2026-10-24 00:00:00 | category stringclasses 6
values | skill stringclasses 148
values | skill_group stringclasses 37
values | listing_count int64 1 1.86k | total_listings int64 1.97k 11.6k | demand_pct float64 0 34.3 | required_count int64 0 1.73k |
|---|---|---|---|---|---|---|---|
2026-10-24 | data | SQL | Language | 1,352 | 7,570 | 17.9 | 1,339 |
2026-10-24 | data | Python | Language | 1,122 | 7,570 | 14.8 | 1,091 |
2026-10-24 | data | Machine Learning | Skill | 632 | 7,570 | 8.3 | 617 |
2026-10-24 | data | Stakeholder Mgmt | Soft Skill | 575 | 7,570 | 7.6 | 570 |
2026-10-24 | data | AWS | Cloud | 496 | 7,570 | 6.6 | 474 |
2026-10-24 | data | Databricks | Platform | 473 | 7,570 | 6.2 | 459 |
2026-10-24 | data | Azure | Cloud | 454 | 7,570 | 6 | 443 |
2026-10-24 | data | ETL | Skill | 438 | 7,570 | 5.8 | 428 |
2026-10-24 | data | Snowflake | Warehouse | 413 | 7,570 | 5.5 | 396 |
2026-10-24 | data | Data Modeling | Skill | 400 | 7,570 | 5.3 | 388 |
2026-10-24 | data | Spark | Processing | 358 | 7,570 | 4.7 | 340 |
2026-10-24 | data | LLMs / GenAI | Skill | 356 | 7,570 | 4.7 | 336 |
2026-10-24 | data | Statistical Analysis | Skill | 346 | 7,570 | 4.6 | 331 |
2026-10-24 | data | dbt | Transform | 341 | 7,570 | 4.5 | 313 |
2026-10-24 | data | Power BI | BI | 335 | 7,570 | 4.4 | 320 |
2026-10-24 | data | A/B Testing | Skill | 275 | 7,570 | 3.6 | 268 |
2026-10-24 | data | GCP | Cloud | 253 | 7,570 | 3.3 | 243 |
2026-10-24 | data | AI Agents | Technique | 241 | 7,570 | 3.2 | 233 |
2026-10-24 | data | Git | Tool | 233 | 7,570 | 3.1 | 212 |
2026-10-24 | data | Agile / Scrum | Methodology | 219 | 7,570 | 2.9 | 214 |
2026-10-24 | data | Airflow | Orchestrator | 219 | 7,570 | 2.9 | 193 |
2026-10-24 | data | BigQuery | Warehouse | 212 | 7,570 | 2.8 | 197 |
2026-10-24 | data | CI/CD | Pipeline | 205 | 7,570 | 2.7 | 188 |
2026-10-24 | data | Tableau | BI | 184 | 7,570 | 2.4 | 161 |
2026-10-24 | data | Excel | Tool | 161 | 7,570 | 2.1 | 160 |
2026-10-24 | data | Microsoft Fabric | Platform | 148 | 7,570 | 2 | 147 |
2026-10-24 | data | Looker | BI | 133 | 7,570 | 1.8 | 117 |
2026-10-24 | data | Data Visualization | Skill | 121 | 7,570 | 1.6 | 115 |
2026-10-24 | data | Kafka | Streaming | 120 | 7,570 | 1.6 | 111 |
2026-10-24 | data | Terraform | IaC | 97 | 7,570 | 1.3 | 89 |
2026-10-24 | data | Redshift | Warehouse | 82 | 7,570 | 1.1 | 76 |
2026-10-24 | data | Data Pipeline | Skill | 81 | 7,570 | 1.1 | 77 |
2026-10-24 | data | Java | Language | 87 | 7,570 | 1.1 | 83 |
2026-10-24 | data | Kubernetes | Orchestration | 80 | 7,570 | 1.1 | 70 |
2026-10-24 | data | Docker | DevOps | 75 | 7,570 | 1 | 58 |
2026-10-24 | data | Salesforce | Platform | 76 | 7,570 | 1 | 69 |
2026-10-24 | data | Scala | Language | 79 | 7,570 | 1 | 76 |
2026-10-24 | data | PostgreSQL | Database | 59 | 7,570 | 0.8 | 55 |
2026-10-24 | data | NLP | Skill | 63 | 7,570 | 0.8 | 61 |
2026-10-24 | data | AI Coding Tools | Tool | 59 | 7,570 | 0.8 | 52 |
2026-10-24 | data | Pandas | Library | 57 | 7,570 | 0.8 | 56 |
2026-10-24 | data | Deep Learning | Skill | 50 | 7,570 | 0.7 | 49 |
2026-10-24 | data | RAG | Technique | 51 | 7,570 | 0.7 | 50 |
2026-10-24 | data | Jira | Tool | 43 | 7,570 | 0.6 | 39 |
2026-10-24 | data | Flink | Streaming | 41 | 7,570 | 0.5 | 38 |
2026-10-24 | data | NumPy | Library | 35 | 7,570 | 0.5 | 34 |
2026-10-24 | data | Apache Iceberg | Table Format | 37 | 7,570 | 0.5 | 35 |
2026-10-24 | data | Dagster | Orchestrator | 41 | 7,570 | 0.5 | 38 |
2026-10-24 | data | Workday | Platform | 37 | 7,570 | 0.5 | 35 |
2026-10-24 | data | Fivetran | Tool | 38 | 7,570 | 0.5 | 32 |
2026-10-24 | data | PyTorch | Framework | 39 | 7,570 | 0.5 | 38 |
2026-10-24 | data | SAP | Platform | 34 | 7,570 | 0.4 | 33 |
2026-10-24 | data | ClickHouse | Database | 30 | 7,570 | 0.4 | 27 |
2026-10-24 | data | TensorFlow | Framework | 27 | 7,570 | 0.4 | 27 |
2026-10-24 | data | scikit-learn | Library | 29 | 7,570 | 0.4 | 29 |
2026-10-24 | data | Incident Response | Skill | 30 | 7,570 | 0.4 | 28 |
2026-10-24 | data | TypeScript | Language | 32 | 7,570 | 0.4 | 30 |
2026-10-24 | data | LLM APIs | API | 33 | 7,570 | 0.4 | 33 |
2026-10-24 | data | Trino | Query Engine | 32 | 7,570 | 0.4 | 28 |
2026-10-24 | data | AWS Security | Cloud | 24 | 7,570 | 0.3 | 23 |
2026-10-24 | data | Prefect | Orchestrator | 20 | 7,570 | 0.3 | 20 |
2026-10-24 | data | SageMaker | MLOps | 19 | 7,570 | 0.3 | 16 |
2026-10-24 | data | MLflow | MLOps | 19 | 7,570 | 0.3 | 13 |
2026-10-24 | data | Segment | Analytics | 25 | 7,570 | 0.3 | 24 |
2026-10-24 | data | Fine-tuning | Technique | 19 | 7,570 | 0.3 | 16 |
2026-10-24 | data | System Design | Skill | 23 | 7,570 | 0.3 | 23 |
2026-10-24 | data | SSIS | Tool | 26 | 7,570 | 0.3 | 26 |
2026-10-24 | data | C++ | Language | 20 | 7,570 | 0.3 | 15 |
2026-10-24 | data | Prompt Engineering | Skill | 21 | 7,570 | 0.3 | 20 |
2026-10-24 | data | Prototyping | Skill | 26 | 7,570 | 0.3 | 24 |
2026-10-24 | data | Informatica | Tool | 19 | 7,570 | 0.3 | 16 |
2026-10-24 | data | JavaScript | Language | 25 | 7,570 | 0.3 | 25 |
2026-10-24 | data | SAS | Language | 22 | 7,570 | 0.3 | 22 |
2026-10-24 | data | XGBoost | Library | 12 | 7,570 | 0.2 | 12 |
2026-10-24 | data | Amplitude | Analytics | 13 | 7,570 | 0.2 | 9 |
2026-10-24 | data | C# | Language | 15 | 7,570 | 0.2 | 14 |
2026-10-24 | data | Data Observability | Skill | 15 | 7,570 | 0.2 | 11 |
2026-10-24 | data | Datadog | Monitoring | 12 | 7,570 | 0.2 | 11 |
2026-10-24 | data | Elasticsearch | Database | 13 | 7,570 | 0.2 | 9 |
2026-10-24 | data | Google Analytics | Analytics | 15 | 7,570 | 0.2 | 12 |
2026-10-24 | data | Grafana | Monitoring | 14 | 7,570 | 0.2 | 11 |
2026-10-24 | data | Linux | OS | 16 | 7,570 | 0.2 | 14 |
2026-10-24 | data | MCP | Protocol | 16 | 7,570 | 0.2 | 14 |
2026-10-24 | data | Metabase | BI | 16 | 7,570 | 0.2 | 14 |
2026-10-24 | data | MongoDB | Database | 17 | 7,570 | 0.2 | 16 |
2026-10-24 | data | MySQL | Database | 15 | 7,570 | 0.2 | 15 |
2026-10-24 | data | Oracle | Database | 13 | 7,570 | 0.2 | 13 |
2026-10-24 | data | Qlik | BI | 12 | 7,570 | 0.2 | 12 |
2026-10-24 | data | React | Framework | 18 | 7,570 | 0.2 | 18 |
2026-10-24 | data | Ruby | Language | 15 | 7,570 | 0.2 | 15 |
2026-10-24 | data | Rust | Language | 13 | 7,570 | 0.2 | 9 |
2026-10-24 | data | ServiceNow | Platform | 13 | 7,570 | 0.2 | 13 |
2026-10-24 | data | Streamlit | Framework | 16 | 7,570 | 0.2 | 16 |
2026-10-24 | data | Workflow Automation | Tool | 18 | 7,570 | 0.2 | 17 |
2026-10-24 | data | Bash | Language | 10 | 7,570 | 0.1 | 10 |
2026-10-24 | data | Mixpanel | Analytics | 11 | 7,570 | 0.1 | 7 |
2026-10-24 | data | DuckDB | Database | 6 | 7,570 | 0.1 | 4 |
2026-10-24 | data | Airbyte | Tool | 9 | 7,570 | 0.1 | 8 |
2026-10-24 | data | Superset | BI | 5 | 7,570 | 0.1 | 3 |
2026-10-24 | data | Swift | Language | 5 | 7,570 | 0.1 | 5 |
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