snapshot_date,category,skill,skill_group,listing_count,total_listings,demand_pct,required_count
2026-07-12,data,SQL,Language,663,5685,11.7,653
2026-07-12,data,Python,Language,543,5685,9.6,526
2026-07-12,data,Machine Learning,Skill,412,5685,7.2,407
2026-07-12,data,Stakeholder Mgmt,Soft Skill,339,5685,6.0,335
2026-07-12,data,AWS,Cloud,231,5685,4.1,218
2026-07-12,data,ETL,Skill,223,5685,3.9,217
2026-07-12,data,Statistical Analysis,Skill,213,5685,3.7,205
2026-07-12,data,Data Modeling,Skill,198,5685,3.5,190
2026-07-12,data,Azure,Cloud,186,5685,3.3,181
2026-07-12,data,Power BI,BI,180,5685,3.2,177
2026-07-12,data,Snowflake,Warehouse,179,5685,3.1,169
2026-07-12,data,Spark,Processing,178,5685,3.1,167
2026-07-12,data,Databricks,Platform,171,5685,3.0,162
2026-07-12,data,LLMs / GenAI,Skill,152,5685,2.7,149
2026-07-12,data,A/B Testing,Skill,150,5685,2.6,140
2026-07-12,data,Tableau,BI,108,5685,1.9,102
2026-07-12,data,Agile / Scrum,Methodology,102,5685,1.8,98
2026-07-12,data,Excel,Tool,103,5685,1.8,100
2026-07-12,data,dbt,Transform,99,5685,1.7,81
2026-07-12,data,Airflow,Orchestrator,91,5685,1.6,75
2026-07-12,data,GCP,Cloud,85,5685,1.5,81
2026-07-12,data,Java,Language,74,5685,1.3,74
2026-07-12,data,Git,Tool,60,5685,1.1,56
2026-07-12,data,Data Visualization,Skill,56,5685,1.0,53
2026-07-12,data,BigQuery,Warehouse,51,5685,0.9,44
2026-07-12,data,Looker,BI,52,5685,0.9,46
2026-07-12,data,Data Pipeline,Skill,52,5685,0.9,47
2026-07-12,data,Kafka,Streaming,52,5685,0.9,43
2026-07-12,data,NLP,Skill,52,5685,0.9,50
2026-07-12,data,CI/CD,Pipeline,54,5685,0.9,51
2026-07-12,data,Scala,Language,40,5685,0.7,36
2026-07-12,data,Pandas,Library,39,5685,0.7,38
2026-07-12,data,Redshift,Warehouse,39,5685,0.7,39
2026-07-12,data,Terraform,IaC,37,5685,0.7,30
2026-07-12,data,AI Agents,Technique,34,5685,0.6,34
2026-07-12,data,Kubernetes,Orchestration,32,5685,0.6,23
2026-07-12,data,scikit-learn,Library,28,5685,0.5,26
2026-07-12,data,RAG,Technique,24,5685,0.4,22
2026-07-12,data,PostgreSQL,Database,25,5685,0.4,25
2026-07-12,data,NumPy,Library,20,5685,0.4,20
2026-07-12,data,Prototyping,Skill,25,5685,0.4,24
2026-07-12,data,PyTorch,Framework,25,5685,0.4,23
2026-07-12,data,Docker,DevOps,24,5685,0.4,18
2026-07-12,data,Flink,Streaming,20,5685,0.4,15
2026-07-12,data,Deep Learning,Skill,18,5685,0.3,18
2026-07-12,data,Jira,Tool,16,5685,0.3,15
2026-07-12,data,MLflow,MLOps,15,5685,0.3,14
2026-07-12,data,TensorFlow,Framework,17,5685,0.3,17
2026-07-12,data,Segment,Analytics,14,5685,0.2,13
2026-07-12,data,Salesforce,Platform,12,5685,0.2,9
2026-07-12,data,DynamoDB,Database,9,5685,0.2,9
2026-07-12,data,Elasticsearch,Database,14,5685,0.2,11
2026-07-12,data,System Design,Skill,9,5685,0.2,9
2026-07-12,data,TypeScript,Language,9,5685,0.2,8
2026-07-12,data,Fivetran,Tool,11,5685,0.2,10
2026-07-12,data,Apache Iceberg,Table Format,13,5685,0.2,11
2026-07-12,data,AI Coding Tools,Tool,12,5685,0.2,11
2026-07-12,data,AWS Security,Cloud,14,5685,0.2,11
2026-07-12,data,Trino,Query Engine,10,5685,0.2,9
2026-07-12,data,C#,Language,9,5685,0.2,8
2026-07-12,data,JavaScript,Language,12,5685,0.2,11
2026-07-12,data,C++,Language,9,5685,0.2,9
2026-07-12,data,Linux,OS,14,5685,0.2,10
2026-07-12,data,MySQL,Database,13,5685,0.2,13
2026-07-12,data,MongoDB,Database,9,5685,0.2,9
2026-07-12,data,Dagster,Orchestrator,13,5685,0.2,12
2026-07-12,data,SageMaker,MLOps,11,5685,0.2,8
2026-07-12,data,Rust,Language,5,5685,0.1,5
2026-07-12,data,Airbyte,Tool,3,5685,0.1,2
2026-07-12,data,Amplitude,Analytics,8,5685,0.1,7
2026-07-12,data,ClickHouse,Database,7,5685,0.1,7
2026-07-12,data,Data Observability,Skill,5,5685,0.1,3
2026-07-12,data,Datadog,Monitoring,6,5685,0.1,6
2026-07-12,data,Figma,Design,6,5685,0.1,6
2026-07-12,data,Fine-tuning,Technique,6,5685,0.1,6
2026-07-12,data,Flask,Framework,4,5685,0.1,2
2026-07-12,data,Go,Language,4,5685,0.1,4
2026-07-12,data,Google Analytics,Analytics,5,5685,0.1,5
2026-07-12,data,Grafana,Monitoring,8,5685,0.1,6
2026-07-12,data,GraphQL,API,4,5685,0.1,4
2026-07-12,data,Hugging Face,Library,7,5685,0.1,7
2026-07-12,data,Incident Response,Skill,4,5685,0.1,4
2026-07-12,data,Jupyter,Tool,7,5685,0.1,7
2026-07-12,data,Kotlin,Language,5,5685,0.1,5
2026-07-12,data,Linear,Tool,3,5685,0.1,3
2026-07-12,data,Microsoft Fabric,Platform,6,5685,0.1,6
2026-07-12,data,Mixpanel,Analytics,4,5685,0.1,4
2026-07-12,data,NetSuite,Platform,3,5685,0.1,2
2026-07-12,data,Node.js,Runtime,7,5685,0.1,7
2026-07-12,data,Polars,Library,3,5685,0.1,2
2026-07-12,data,Prefect,Orchestrator,5,5685,0.1,5
2026-07-12,data,Prometheus,Monitoring,3,5685,0.1,3
2026-07-12,data,React,Framework,8,5685,0.1,7
2026-07-12,data,REST API,API,3,5685,0.1,2
2026-07-12,data,SAS,Language,7,5685,0.1,7
2026-07-12,data,SIEM,Tool,5,5685,0.1,5
2026-07-12,data,SOC 2,Compliance,3,5685,0.1,3
2026-07-12,data,Superset,BI,4,5685,0.1,3
2026-07-12,data,User Research,Skill,4,5685,0.1,4
2026-07-12,data,Vector Databases,Database,4,5685,0.1,4
2026-07-12,data,Workday,Platform,5,5685,0.1,5
2026-07-12,data,XGBoost,Library,3,5685,0.1,2
2026-07-12,data,Microservices,Architecture,1,5685,0.0,0
2026-07-12,data,Angular,Framework,2,5685,0.0,2
2026-07-12,data,Metabase,BI,2,5685,0.0,2
2026-07-12,data,Vue,Framework,1,5685,0.0,1
2026-07-12,data,MCP,Protocol,1,5685,0.0,1
2026-07-12,data,LangChain,Framework,2,5685,0.0,2
2026-07-12,data,SSIS,Tool,1,5685,0.0,1
2026-07-12,data,Informatica,Tool,1,5685,0.0,1
2026-07-12,data,Helm,Orchestration,1,5685,0.0,1
2026-07-12,data,Streamlit,Framework,2,5685,0.0,2
2026-07-12,data,Zero Trust,Architecture,1,5685,0.0,1
2026-07-12,data,Swift,Language,1,5685,0.0,1
2026-07-12,data,FastAPI,Framework,2,5685,0.0,2
2026-07-12,data,Dynamics 365,Platform,1,5685,0.0,1
2026-07-12,data,DuckDB,Database,1,5685,0.0,1
2026-07-12,data,Cassandra,Database,1,5685,0.0,1
2026-07-12,data,Ruby,Language,2,5685,0.0,2
2026-07-12,data,Redis,Database,1,5685,0.0,1
2026-07-12,data,R,Language,2,5685,0.0,2
2026-07-12,data,Prompt Engineering,Skill,2,5685,0.0,2
2026-07-12,data,SAP,Platform,2,5685,0.0,2
2026-07-12,data,Bash,Language,2,5685,0.0,2
2026-07-12,data,PHP,Language,1,5685,0.0,1
2026-07-12,data,Oracle,Database,1,5685,0.0,1
2026-07-12,engineering,Java,Language,929,8625,10.8,913
2026-07-12,engineering,Python,Language,896,8625,10.4,853
2026-07-12,engineering,AWS,Cloud,861,8625,10.0,786
2026-07-12,engineering,React,Framework,677,8625,7.8,637
2026-07-12,engineering,SQL,Language,611,8625,7.1,578
2026-07-12,engineering,Stakeholder Mgmt,Soft Skill,590,8625,6.8,566
2026-07-12,engineering,TypeScript,Language,572,8625,6.6,547
2026-07-12,engineering,LLMs / GenAI,Skill,560,8625,6.5,530
2026-07-12,engineering,JavaScript,Language,536,8625,6.2,521
2026-07-12,engineering,Agile / Scrum,Methodology,422,8625,4.9,419
2026-07-12,engineering,CI/CD,Pipeline,418,8625,4.8,387
2026-07-12,engineering,Kubernetes,Orchestration,387,8625,4.5,328
2026-07-12,engineering,GCP,Cloud,378,8625,4.4,336
2026-07-12,engineering,Azure,Cloud,358,8625,4.2,325
2026-07-12,engineering,Git,Tool,354,8625,4.1,339
2026-07-12,engineering,Node.js,Runtime,334,8625,3.9,327
2026-07-12,engineering,Machine Learning,Skill,298,8625,3.5,284
2026-07-12,engineering,Docker,DevOps,289,8625,3.4,259
2026-07-12,engineering,C#,Language,285,8625,3.3,282
2026-07-12,engineering,Angular,Framework,265,8625,3.1,263
2026-07-12,engineering,PostgreSQL,Database,270,8625,3.1,247
2026-07-12,engineering,Kotlin,Language,261,8625,3.0,249
2026-07-12,engineering,C++,Language,254,8625,2.9,246
2026-07-12,engineering,Spark,Processing,214,8625,2.5,202
2026-07-12,engineering,AI Agents,Technique,208,8625,2.4,200
2026-07-12,engineering,Spring,Framework,167,8625,1.9,164
2026-07-12,engineering,Terraform,IaC,161,8625,1.9,146
2026-07-12,engineering,Grafana,Monitoring,159,8625,1.8,148
2026-07-12,engineering,Databricks,Platform,144,8625,1.7,140
2026-07-12,engineering,Kafka,Streaming,144,8625,1.7,120
2026-07-12,engineering,Rust,Language,149,8625,1.7,135
2026-07-12,engineering,A/B Testing,Skill,145,8625,1.7,126
2026-07-12,engineering,Excel,Tool,136,8625,1.6,135
2026-07-12,engineering,System Design,Skill,131,8625,1.5,129
2026-07-12,engineering,GraphQL,API,126,8625,1.5,102
2026-07-12,engineering,Ruby,Language,124,8625,1.4,111
2026-07-12,engineering,Go,Language,122,8625,1.4,107
2026-07-12,engineering,REST API,API,122,8625,1.4,122
2026-07-12,engineering,MySQL,Database,120,8625,1.4,113
2026-07-12,engineering,MongoDB,Database,116,8625,1.3,104
2026-07-12,engineering,MLflow,MLOps,116,8625,1.3,115
2026-07-12,engineering,Prototyping,Skill,107,8625,1.2,107
2026-07-12,engineering,Next.js,Framework,105,8625,1.2,105
2026-07-12,engineering,Scala,Language,103,8625,1.2,98
2026-07-12,engineering,RAG,Technique,103,8625,1.2,98
2026-07-12,engineering,Incident Response,Skill,99,8625,1.1,95
2026-07-12,engineering,Linux,OS,91,8625,1.1,82
2026-07-12,engineering,DynamoDB,Database,87,8625,1.0,74
2026-07-12,engineering,Datadog,Monitoring,89,8625,1.0,81
2026-07-12,engineering,Vue,Framework,77,8625,0.9,75
2026-07-12,engineering,Elasticsearch,Database,69,8625,0.8,57
2026-07-12,engineering,ETL,Skill,65,8625,0.8,46
2026-07-12,engineering,Data Modeling,Skill,69,8625,0.8,67
2026-07-12,engineering,AI Coding Tools,Tool,60,8625,0.7,56
2026-07-12,engineering,Airflow,Orchestrator,59,8625,0.7,48
2026-07-12,engineering,Redis,Database,63,8625,0.7,55
2026-07-12,engineering,Swift,Language,50,8625,0.6,46
2026-07-12,engineering,PHP,Language,54,8625,0.6,53
2026-07-12,engineering,dbt,Transform,55,8625,0.6,54
2026-07-12,engineering,Snowflake,Warehouse,50,8625,0.6,44
2026-07-12,engineering,FastAPI,Framework,43,8625,0.5,41
2026-07-12,engineering,Figma,Design,42,8625,0.5,39
2026-07-12,engineering,Data Pipeline,Skill,40,8625,0.5,36
2026-07-12,engineering,Prometheus,Monitoring,33,8625,0.4,24
2026-07-12,engineering,Jira,Tool,36,8625,0.4,34
2026-07-12,engineering,Django,Framework,35,8625,0.4,33
2026-07-12,engineering,AWS Security,Cloud,31,8625,0.4,28
2026-07-12,engineering,Fine-tuning,Technique,33,8625,0.4,31
2026-07-12,engineering,Microservices,Architecture,34,8625,0.4,30
2026-07-12,engineering,Flink,Streaming,28,8625,0.3,24
2026-07-12,engineering,Fivetran,Tool,29,8625,0.3,29
2026-07-12,engineering,Flask,Framework,24,8625,0.3,22
2026-07-12,engineering,MCP,Protocol,22,8625,0.3,21
2026-07-12,engineering,Segment,Analytics,30,8625,0.3,28
2026-07-12,engineering,BigQuery,Warehouse,27,8625,0.3,21
2026-07-12,engineering,Cassandra,Database,24,8625,0.3,11
2026-07-12,engineering,SIEM,Tool,22,8625,0.3,19
2026-07-12,engineering,NLP,Skill,14,8625,0.2,14
2026-07-12,engineering,Bash,Language,16,8625,0.2,16
2026-07-12,engineering,Deep Learning,Skill,14,8625,0.2,14
2026-07-12,engineering,LangChain,Framework,16,8625,0.2,14
2026-07-12,engineering,Prompt Engineering,Skill,18,8625,0.2,15
2026-07-12,engineering,Vector Databases,Database,19,8625,0.2,19
2026-07-12,engineering,PyTorch,Framework,15,8625,0.2,12
2026-07-12,engineering,Statistical Analysis,Skill,20,8625,0.2,18
2026-07-12,engineering,Redshift,Warehouse,19,8625,0.2,15
2026-07-12,engineering,Amplitude,Analytics,13,8625,0.2,12
2026-07-12,engineering,Helm,Orchestration,18,8625,0.2,14
2026-07-12,engineering,Salesforce,Platform,14,8625,0.2,12
2026-07-12,engineering,Apache Iceberg,Table Format,19,8625,0.2,15
2026-07-12,engineering,Trino,Query Engine,17,8625,0.2,12
2026-07-12,engineering,Pulumi,IaC,7,8625,0.1,7
2026-07-12,engineering,Dagster,Orchestrator,7,8625,0.1,5
2026-07-12,engineering,TensorFlow,Framework,11,8625,0.1,9
2026-07-12,engineering,Ansible,Config,10,8625,0.1,10
2026-07-12,engineering,Tableau,BI,6,8625,0.1,6
2026-07-12,engineering,Looker,BI,5,8625,0.1,3
2026-07-12,engineering,ClickHouse,Database,11,8625,0.1,10
2026-07-12,engineering,ArgoCD,GitOps,7,8625,0.1,7
2026-07-12,engineering,SOC 2,Compliance,7,8625,0.1,5
2026-07-12,engineering,User Research,Skill,9,8625,0.1,8
2026-07-12,engineering,LLM APIs,API,12,8625,0.1,8
2026-07-12,engineering,Linear,Tool,9,8625,0.1,9
2026-07-12,engineering,Power BI,BI,7,8625,0.1,7
2026-07-12,engineering,Prefect,Orchestrator,5,8625,0.1,5
2026-07-12,engineering,Workday,Platform,9,8625,0.1,9
2026-07-12,engineering,SageMaker,MLOps,6,8625,0.1,1
2026-07-12,engineering,Data Visualization,Skill,7,8625,0.1,7
2026-07-12,engineering,Zero Trust,Architecture,4,8625,0.0,4
2026-07-12,engineering,Airbyte,Tool,2,8625,0.0,2
2026-07-12,engineering,CISSP,Certification,1,8625,0.0,0
2026-07-12,engineering,Data Observability,Skill,2,8625,0.0,2
2026-07-12,engineering,DuckDB,Database,1,8625,0.0,1
2026-07-12,engineering,Firebase,Platform,3,8625,0.0,3
2026-07-12,engineering,Hugging Face,Library,2,8625,0.0,2
2026-07-12,engineering,Informatica,Tool,1,8625,0.0,1
2026-07-12,engineering,Jupyter,Tool,2,8625,0.0,1
2026-07-12,engineering,Mixpanel,Analytics,4,8625,0.0,4
2026-07-12,engineering,MuleSoft,Tool,1,8625,0.0,1
2026-07-12,engineering,NetSuite,Platform,3,8625,0.0,3
2026-07-12,engineering,NumPy,Library,2,8625,0.0,2
2026-07-12,engineering,Oracle,Database,1,8625,0.0,1
2026-07-12,engineering,OWASP,Framework,2,8625,0.0,1
2026-07-12,engineering,Pandas,Library,2,8625,0.0,2
2026-07-12,engineering,Penetration Testing,Skill,2,8625,0.0,2
2026-07-12,engineering,Ray,Infra,1,8625,0.0,1
2026-07-12,engineering,SAP,Platform,1,8625,0.0,1
2026-07-12,engineering,SAS,Language,1,8625,0.0,1
2026-07-12,engineering,scikit-learn,Library,3,8625,0.0,3
2026-07-12,engineering,ServiceNow,Platform,4,8625,0.0,2
2026-07-12,engineering,Superset,BI,1,8625,0.0,1
2026-07-12,engineering,Svelte,Framework,3,8625,0.0,2
2026-07-12,engineering,vLLM,Infra,4,8625,0.0,3
2026-07-12,engineering,Workflow Automation,Tool,2,8625,0.0,2
2026-07-12,engineering,XGBoost,Library,1,8625,0.0,1
2026-07-12,product,Stakeholder Mgmt,Soft Skill,355,1638,21.7,353
2026-07-12,product,LLMs / GenAI,Skill,138,1638,8.4,126
2026-07-12,product,A/B Testing,Skill,116,1638,7.1,110
2026-07-12,product,SQL,Language,95,1638,5.8,84
2026-07-12,product,Prototyping,Skill,93,1638,5.7,88
2026-07-12,product,Figma,Design,86,1638,5.3,82
2026-07-12,product,AI Agents,Technique,85,1638,5.2,81
2026-07-12,product,User Research,Skill,73,1638,4.5,67
2026-07-12,product,Machine Learning,Skill,55,1638,3.4,53
2026-07-12,product,Spark,Processing,45,1638,2.7,45
2026-07-12,product,AWS,Cloud,42,1638,2.6,35
2026-07-12,product,Agile / Scrum,Methodology,43,1638,2.6,42
2026-07-12,product,Excel,Tool,38,1638,2.3,38
2026-07-12,product,Databricks,Platform,34,1638,2.1,31
2026-07-12,product,Azure,Cloud,31,1638,1.9,24
2026-07-12,product,Datadog,Monitoring,30,1638,1.8,28
2026-07-12,product,GCP,Cloud,26,1638,1.6,19
2026-07-12,product,MLflow,MLOps,26,1638,1.6,26
2026-07-12,product,Fivetran,Tool,21,1638,1.3,21
2026-07-12,product,Python,Language,20,1638,1.2,16
2026-07-12,product,RAG,Technique,19,1638,1.2,17
2026-07-12,product,dbt,Transform,20,1638,1.2,20
2026-07-12,product,AI Coding Tools,Tool,18,1638,1.1,16
2026-07-12,product,MongoDB,Database,16,1638,1.0,16
2026-07-12,product,ETL,Skill,16,1638,1.0,12
2026-07-12,product,Jira,Tool,15,1638,0.9,13
2026-07-12,product,Elasticsearch,Database,14,1638,0.9,14
2026-07-12,product,System Design,Skill,13,1638,0.8,13
2026-07-12,product,Salesforce,Platform,11,1638,0.7,10
2026-07-12,product,Segment,Analytics,11,1638,0.7,10
2026-07-12,product,Fine-tuning,Technique,10,1638,0.6,7
2026-07-12,product,React,Framework,10,1638,0.6,7
2026-07-12,product,Node.js,Runtime,10,1638,0.6,10
2026-07-12,product,Snowflake,Warehouse,10,1638,0.6,7
2026-07-12,product,JavaScript,Language,10,1638,0.6,9
2026-07-12,product,Amplitude,Analytics,10,1638,0.6,10
2026-07-12,product,Kubernetes,Orchestration,10,1638,0.6,6
2026-07-12,product,Angular,Framework,8,1638,0.5,8
2026-07-12,product,Mixpanel,Analytics,8,1638,0.5,8
2026-07-12,product,Linear,Tool,8,1638,0.5,8
2026-07-12,product,Git,Tool,9,1638,0.5,8
2026-07-12,product,CI/CD,Pipeline,7,1638,0.4,6
2026-07-12,product,C#,Language,6,1638,0.4,6
2026-07-12,product,Data Modeling,Skill,6,1638,0.4,6
2026-07-12,product,Data Visualization,Skill,6,1638,0.4,5
2026-07-12,product,Ruby,Language,7,1638,0.4,7
2026-07-12,product,SIEM,Tool,7,1638,0.4,4
2026-07-12,product,Statistical Analysis,Skill,6,1638,0.4,6
2026-07-12,product,Prompt Engineering,Skill,5,1638,0.3,3
2026-07-12,product,Looker,BI,5,1638,0.3,3
2026-07-12,product,Tableau,BI,5,1638,0.3,5
2026-07-12,product,MCP,Protocol,5,1638,0.3,4
2026-07-12,product,Data Pipeline,Skill,5,1638,0.3,5
2026-07-12,product,BigQuery,Warehouse,3,1638,0.2,3
2026-07-12,product,MySQL,Database,3,1638,0.2,3
2026-07-12,product,NetSuite,Platform,4,1638,0.2,4
2026-07-12,product,Next.js,Framework,4,1638,0.2,4
2026-07-12,product,PostgreSQL,Database,4,1638,0.2,4
2026-07-12,product,Deep Learning,Skill,3,1638,0.2,3
2026-07-12,product,Redshift,Warehouse,3,1638,0.2,3
2026-07-12,product,Vue,Framework,3,1638,0.2,3
2026-07-12,product,Dagster,Orchestrator,3,1638,0.2,1
2026-07-12,product,Workday,Platform,4,1638,0.2,3
2026-07-12,product,SOC 2,Compliance,4,1638,0.2,1
2026-07-12,product,Java,Language,4,1638,0.2,4
2026-07-12,product,AWS Security,Cloud,4,1638,0.2,4
2026-07-12,product,TypeScript,Language,3,1638,0.2,3
2026-07-12,product,Airflow,Orchestrator,4,1638,0.2,2
2026-07-12,product,LangChain,Framework,4,1638,0.2,2
2026-07-12,product,Kafka,Streaming,3,1638,0.2,3
2026-07-12,product,Hugging Face,Library,2,1638,0.1,1
2026-07-12,product,Dynamics 365,Platform,1,1638,0.1,1
2026-07-12,product,Docker,DevOps,1,1638,0.1,1
2026-07-12,product,PyTorch,Framework,2,1638,0.1,1
2026-07-12,product,Swift,Language,1,1638,0.1,1
2026-07-12,product,Metabase,BI,1,1638,0.1,1
2026-07-12,product,Redis,Database,1,1638,0.1,1
2026-07-12,product,Kotlin,Language,1,1638,0.1,1
2026-07-12,product,Incident Response,Skill,1,1638,0.1,1
2026-07-12,product,Rust,Language,2,1638,0.1,2
2026-07-12,product,Data Observability,Skill,2,1638,0.1,1
2026-07-12,product,SAP,Platform,2,1638,0.1,2
2026-07-12,product,Scala,Language,2,1638,0.1,2
2026-07-12,product,scikit-learn,Library,1,1638,0.1,0
2026-07-12,product,TensorFlow,Framework,2,1638,0.1,1
2026-07-12,product,ServiceNow,Platform,1,1638,0.1,0
2026-07-12,product,Terraform,IaC,2,1638,0.1,2
2026-07-12,product,ClickHouse,Database,1,1638,0.1,0
2026-07-12,product,Trino,Query Engine,1,1638,0.1,1
2026-07-12,product,CISSP,Certification,1,1638,0.1,0
2026-07-12,product,Spring,Framework,1,1638,0.1,1
2026-07-12,product,Grafana,Monitoring,2,1638,0.1,2
2026-07-12,product,Go,Language,2,1638,0.1,2
2026-07-12,product,MuleSoft,Tool,1,1638,0.1,1
2026-07-12,product,C++,Language,1,1638,0.1,1
2026-07-12,product,Vector Databases,Database,2,1638,0.1,2
2026-07-12,product,XGBoost,Library,1,1638,0.1,0
2026-07-12,product,NLP,Skill,2,1638,0.1,2
2026-07-12,product,DynamoDB,Database,1,1638,0.1,1
2026-07-12,product,NumPy,Library,2,1638,0.1,2
2026-07-12,product,Oracle,Database,1,1638,0.1,1
2026-07-12,product,Pandas,Library,2,1638,0.1,2
2026-07-12,product,PHP,Language,2,1638,0.1,2
2026-07-12,product,Svelte,Framework,1,1638,0.1,1
2026-07-12,product,Power BI,BI,1,1638,0.1,1
2026-07-12,product,Prefect,Orchestrator,1,1638,0.1,1
2026-07-12,product,Prometheus,Monitoring,1,1638,0.1,1
2026-07-12,devops,AWS,Cloud,495,3069,16.1,488
2026-07-12,devops,CI/CD,Pipeline,422,3069,13.8,416
2026-07-12,devops,Azure,Cloud,397,3069,12.9,390
2026-07-12,devops,Terraform,IaC,384,3069,12.5,374
2026-07-12,devops,Kubernetes,Orchestration,309,3069,10.1,290
2026-07-12,devops,Python,Language,210,3069,6.8,206
2026-07-12,devops,Docker,DevOps,171,3069,5.6,161
2026-07-12,devops,GCP,Cloud,162,3069,5.3,157
2026-07-12,devops,Linux,OS,164,3069,5.3,153
2026-07-12,devops,Git,Tool,131,3069,4.3,128
2026-07-12,devops,Agile / Scrum,Methodology,111,3069,3.6,109
2026-07-12,devops,Stakeholder Mgmt,Soft Skill,97,3069,3.2,96
2026-07-12,devops,Ansible,Config,73,3069,2.4,68
2026-07-12,devops,SQL,Language,70,3069,2.3,62
2026-07-12,devops,Java,Language,69,3069,2.2,66
2026-07-12,devops,Incident Response,Skill,60,3069,2.0,60
2026-07-12,devops,AWS Security,Cloud,60,3069,2.0,58
2026-07-12,devops,Bash,Language,62,3069,2.0,62
2026-07-12,devops,Machine Learning,Skill,61,3069,2.0,60
2026-07-12,devops,LLMs / GenAI,Skill,44,3069,1.4,40
2026-07-12,devops,Grafana,Monitoring,40,3069,1.3,32
2026-07-12,devops,dbt,Transform,38,3069,1.2,38
2026-07-12,devops,C#,Language,38,3069,1.2,38
2026-07-12,devops,Prometheus,Monitoring,36,3069,1.2,27
2026-07-12,devops,Datadog,Monitoring,33,3069,1.1,31
2026-07-12,devops,ArgoCD,GitOps,31,3069,1.0,29
2026-07-12,devops,PostgreSQL,Database,32,3069,1.0,25
2026-07-12,devops,Helm,Orchestration,30,3069,1.0,29
2026-07-12,devops,Jira,Tool,27,3069,0.9,25
2026-07-12,devops,JavaScript,Language,29,3069,0.9,28
2026-07-12,devops,Kafka,Streaming,26,3069,0.8,23
2026-07-12,devops,MongoDB,Database,21,3069,0.7,20
2026-07-12,devops,AI Agents,Technique,23,3069,0.7,23
2026-07-12,devops,TypeScript,Language,21,3069,0.7,20
2026-07-12,devops,Pulumi,IaC,20,3069,0.7,20
2026-07-12,devops,A/B Testing,Skill,22,3069,0.7,22
2026-07-12,devops,Excel,Tool,17,3069,0.6,16
2026-07-12,devops,Spark,Processing,17,3069,0.6,17
2026-07-12,devops,React,Framework,17,3069,0.6,17
2026-07-12,devops,Snowflake,Warehouse,14,3069,0.5,14
2026-07-12,devops,Ruby,Language,15,3069,0.5,15
2026-07-12,devops,SIEM,Tool,14,3069,0.5,14
2026-07-12,devops,C++,Language,15,3069,0.5,15
2026-07-12,devops,System Design,Skill,16,3069,0.5,16
2026-07-12,devops,Databricks,Platform,12,3069,0.4,12
2026-07-12,devops,Elasticsearch,Database,12,3069,0.4,12
2026-07-12,devops,Rust,Language,13,3069,0.4,11
2026-07-12,devops,Fivetran,Tool,12,3069,0.4,12
2026-07-12,devops,Go,Language,12,3069,0.4,11
2026-07-12,devops,BigQuery,Warehouse,8,3069,0.3,8
2026-07-12,devops,AI Coding Tools,Tool,8,3069,0.3,7
2026-07-12,devops,MySQL,Database,10,3069,0.3,9
2026-07-12,devops,Spring,Framework,10,3069,0.3,10
2026-07-12,devops,ClickHouse,Database,7,3069,0.2,4
2026-07-12,devops,SOC 2,Compliance,7,3069,0.2,3
2026-07-12,devops,Figma,Design,5,3069,0.2,4
2026-07-12,devops,Segment,Analytics,5,3069,0.2,5
2026-07-12,devops,Microservices,Architecture,5,3069,0.2,5
2026-07-12,devops,ETL,Skill,6,3069,0.2,4
2026-07-12,devops,Node.js,Runtime,7,3069,0.2,7
2026-07-12,devops,PyTorch,Framework,5,3069,0.2,4
2026-07-12,devops,Oracle,Database,7,3069,0.2,7
2026-07-12,devops,MLflow,MLOps,6,3069,0.2,5
2026-07-12,devops,Redis,Database,7,3069,0.2,5
2026-07-12,devops,Scala,Language,5,3069,0.2,5
2026-07-12,devops,REST API,API,7,3069,0.2,7
2026-07-12,devops,Flink,Streaming,6,3069,0.2,6
2026-07-12,devops,Salesforce,Platform,7,3069,0.2,6
2026-07-12,devops,Kotlin,Language,7,3069,0.2,3
2026-07-12,devops,NetSuite,Platform,5,3069,0.2,3
2026-07-12,devops,LangChain,Framework,2,3069,0.1,2
2026-07-12,devops,Hugging Face,Library,3,3069,0.1,3
2026-07-12,devops,GraphQL,API,2,3069,0.1,2
2026-07-12,devops,Looker,BI,3,3069,0.1,3
2026-07-12,devops,Flask,Framework,3,3069,0.1,3
2026-07-12,devops,Next.js,Framework,4,3069,0.1,4
2026-07-12,devops,OWASP,Framework,2,3069,0.1,2
2026-07-12,devops,Penetration Testing,Skill,3,3069,0.1,3
2026-07-12,devops,PHP,Language,3,3069,0.1,3
2026-07-12,devops,Fine-tuning,Technique,3,3069,0.1,3
2026-07-12,devops,Prototyping,Skill,4,3069,0.1,4
2026-07-12,devops,DynamoDB,Database,2,3069,0.1,2
2026-07-12,devops,RAG,Technique,3,3069,0.1,2
2026-07-12,devops,Django,Framework,4,3069,0.1,4
2026-07-12,devops,Deep Learning,Skill,2,3069,0.1,2
2026-07-12,devops,SageMaker,MLOps,4,3069,0.1,4
2026-07-12,devops,Zero Trust,Architecture,4,3069,0.1,2
2026-07-12,devops,Cassandra,Database,4,3069,0.1,1
2026-07-12,devops,Statistical Analysis,Skill,2,3069,0.1,2
2026-07-12,devops,Swift,Language,2,3069,0.1,1
2026-07-12,devops,Angular,Framework,4,3069,0.1,4
2026-07-12,devops,Amplitude,Analytics,4,3069,0.1,4
2026-07-12,devops,Airflow,Orchestrator,4,3069,0.1,4
2026-07-12,devops,Vector Databases,Database,2,3069,0.1,2
2026-07-12,devops,Workday,Platform,2,3069,0.1,2
2026-07-12,devops,Linear,Tool,3,3069,0.1,3
2026-07-12,devops,TensorFlow,Framework,1,3069,0.0,1
2026-07-12,devops,vLLM,Infra,1,3069,0.0,0
2026-07-12,devops,Svelte,Framework,1,3069,0.0,1
2026-07-12,devops,Vue,Framework,1,3069,0.0,1
2026-07-12,devops,Data Visualization,Skill,1,3069,0.0,1
2026-07-12,devops,Redshift,Warehouse,1,3069,0.0,1
2026-07-12,devops,Prompt Engineering,Skill,1,3069,0.0,1
2026-07-12,devops,Data Pipeline,Skill,1,3069,0.0,1
2026-07-12,devops,Data Modeling,Skill,1,3069,0.0,1
2026-07-12,devops,Prefect,Orchestrator,1,3069,0.0,1
2026-07-12,devops,Power BI,BI,1,3069,0.0,1
2026-07-12,devops,Workflow Automation,Tool,1,3069,0.0,1
2026-07-12,devops,CISSP,Certification,1,3069,0.0,0
2026-07-12,devops,SSIS,Tool,1,3069,0.0,1
2026-07-12,security,AWS,Cloud,142,1498,9.5,133
2026-07-12,security,SIEM,Tool,101,1498,6.7,91
2026-07-12,security,Incident Response,Skill,99,1498,6.6,97
2026-07-12,security,Python,Language,80,1498,5.3,75
2026-07-12,security,Azure,Cloud,67,1498,4.5,65
2026-07-12,security,GCP,Cloud,65,1498,4.3,61
2026-07-12,security,Stakeholder Mgmt,Soft Skill,59,1498,3.9,58
2026-07-12,security,Kubernetes,Orchestration,45,1498,3.0,32
2026-07-12,security,AWS Security,Cloud,44,1498,2.9,44
2026-07-12,security,CI/CD,Pipeline,42,1498,2.8,37
2026-07-12,security,Terraform,IaC,41,1498,2.7,37
2026-07-12,security,LLMs / GenAI,Skill,39,1498,2.6,27
2026-07-12,security,Docker,DevOps,31,1498,2.1,26
2026-07-12,security,Penetration Testing,Skill,32,1498,2.1,31
2026-07-12,security,AI Agents,Technique,31,1498,2.1,28
2026-07-12,security,Spark,Processing,23,1498,1.5,21
2026-07-12,security,Git,Tool,22,1498,1.5,19
2026-07-12,security,Linux,OS,23,1498,1.5,21
2026-07-12,security,CISSP,Certification,21,1498,1.4,8
2026-07-12,security,Zero Trust,Architecture,20,1498,1.3,19
2026-07-12,security,JavaScript,Language,18,1498,1.2,16
2026-07-12,security,SOC 2,Compliance,16,1498,1.1,15
2026-07-12,security,OWASP,Framework,15,1498,1.0,12
2026-07-12,security,SQL,Language,15,1498,1.0,14
2026-07-12,security,Java,Language,14,1498,0.9,13
2026-07-12,security,Rust,Language,12,1498,0.8,10
2026-07-12,security,Agile / Scrum,Methodology,12,1498,0.8,11
2026-07-12,security,Datadog,Monitoring,12,1498,0.8,11
2026-07-12,security,Excel,Tool,12,1498,0.8,12
2026-07-12,security,Machine Learning,Skill,12,1498,0.8,9
2026-07-12,security,TypeScript,Language,11,1498,0.7,9
2026-07-12,security,Databricks,Platform,10,1498,0.7,8
2026-07-12,security,Bash,Language,9,1498,0.6,8
2026-07-12,security,C++,Language,9,1498,0.6,9
2026-07-12,security,Node.js,Runtime,7,1498,0.5,7
2026-07-12,security,AI Coding Tools,Tool,8,1498,0.5,6
2026-07-12,security,MLflow,MLOps,7,1498,0.5,7
2026-07-12,security,System Design,Skill,6,1498,0.4,6
2026-07-12,security,Ruby,Language,6,1498,0.4,5
2026-07-12,security,Snowflake,Warehouse,6,1498,0.4,6
2026-07-12,security,MongoDB,Database,4,1498,0.3,4
2026-07-12,security,Next.js,Framework,5,1498,0.3,5
2026-07-12,security,Jira,Tool,5,1498,0.3,4
2026-07-12,security,Burp Suite,Tool,5,1498,0.3,5
2026-07-12,security,A/B Testing,Skill,5,1498,0.3,5
2026-07-12,security,React,Framework,4,1498,0.3,4
2026-07-12,security,MCP,Protocol,5,1498,0.3,3
2026-07-12,security,Prototyping,Skill,5,1498,0.3,5
2026-07-12,security,Tableau,BI,3,1498,0.2,3
2026-07-12,security,Go,Language,3,1498,0.2,3
2026-07-12,security,Figma,Design,3,1498,0.2,3
2026-07-12,security,Kotlin,Language,3,1498,0.2,1
2026-07-12,security,C#,Language,3,1498,0.2,3
2026-07-12,security,PostgreSQL,Database,2,1498,0.1,1
2026-07-12,security,Power BI,BI,1,1498,0.1,1
2026-07-12,security,Prometheus,Monitoring,1,1498,0.1,1
2026-07-12,security,MySQL,Database,1,1498,0.1,0
2026-07-12,security,Pulumi,IaC,1,1498,0.1,1
2026-07-12,security,Mixpanel,Analytics,1,1498,0.1,1
2026-07-12,security,PyTorch,Framework,1,1498,0.1,0
2026-07-12,security,RAG,Technique,2,1498,0.1,1
2026-07-12,security,Looker,BI,2,1498,0.1,2
2026-07-12,security,Redis,Database,2,1498,0.1,1
2026-07-12,security,REST API,API,1,1498,0.1,1
2026-07-12,security,DynamoDB,Database,2,1498,0.1,0
2026-07-12,security,LLM APIs,API,1,1498,0.1,1
2026-07-12,security,SageMaker,MLOps,1,1498,0.1,1
2026-07-12,security,Scala,Language,1,1498,0.1,1
2026-07-12,security,Segment,Analytics,2,1498,0.1,2
2026-07-12,security,GraphQL,API,2,1498,0.1,0
2026-07-12,security,Elasticsearch,Database,2,1498,0.1,1
2026-07-12,security,Linear,Tool,1,1498,0.1,0
2026-07-12,security,BigQuery,Warehouse,1,1498,0.1,1
2026-07-12,security,LangChain,Framework,1,1498,0.1,1
2026-07-12,security,Ansible,Config,2,1498,0.1,2
2026-07-12,security,Statistical Analysis,Skill,1,1498,0.1,1
2026-07-12,security,Swift,Language,2,1498,0.1,2
2026-07-12,security,ETL,Skill,1,1498,0.1,1
2026-07-12,security,Helm,Orchestration,1,1498,0.1,1
2026-07-12,security,TensorFlow,Framework,2,1498,0.1,1
2026-07-12,security,Angular,Framework,1,1498,0.1,1
2026-07-12,security,Trino,Query Engine,1,1498,0.1,0
2026-07-12,security,Grafana,Monitoring,1,1498,0.1,1
2026-07-12,security,Vue,Framework,1,1498,0.1,1
2026-07-12,security,Workday,Platform,1,1498,0.1,1
2026-07-12,security,Data Pipeline,Skill,2,1498,0.1,2
2026-07-12,ai,Machine Learning,Skill,740,2447,30.2,734
2026-07-12,ai,LLMs / GenAI,Skill,488,2447,19.9,480
2026-07-12,ai,Python,Language,280,2447,11.4,274
2026-07-12,ai,PyTorch,Framework,123,2447,5.0,122
2026-07-12,ai,Stakeholder Mgmt,Soft Skill,118,2447,4.8,115
2026-07-12,ai,AWS,Cloud,112,2447,4.6,108
2026-07-12,ai,RAG,Technique,104,2447,4.3,98
2026-07-12,ai,Azure,Cloud,102,2447,4.2,99
2026-07-12,ai,Fine-tuning,Technique,98,2447,4.0,89
2026-07-12,ai,AI Agents,Technique,94,2447,3.8,88
2026-07-12,ai,Deep Learning,Skill,87,2447,3.6,82
2026-07-12,ai,TensorFlow,Framework,83,2447,3.4,82
2026-07-12,ai,A/B Testing,Skill,79,2447,3.2,76
2026-07-12,ai,GCP,Cloud,68,2447,2.8,64
2026-07-12,ai,NLP,Skill,63,2447,2.6,59
2026-07-12,ai,Agile / Scrum,Methodology,64,2447,2.6,61
2026-07-12,ai,SQL,Language,62,2447,2.5,52
2026-07-12,ai,Kubernetes,Orchestration,58,2447,2.4,52
2026-07-12,ai,Statistical Analysis,Skill,59,2447,2.4,54
2026-07-12,ai,Spark,Processing,54,2447,2.2,49
2026-07-12,ai,Hugging Face,Library,51,2447,2.1,49
2026-07-12,ai,MLflow,MLOps,44,2447,1.8,41
2026-07-12,ai,Java,Language,38,2447,1.6,37
2026-07-12,ai,LangChain,Framework,37,2447,1.5,37
2026-07-12,ai,Docker,DevOps,36,2447,1.5,34
2026-07-12,ai,Databricks,Platform,34,2447,1.4,33
2026-07-12,ai,scikit-learn,Library,33,2447,1.3,33
2026-07-12,ai,CI/CD,Pipeline,31,2447,1.3,31
2026-07-12,ai,Node.js,Runtime,31,2447,1.3,31
2026-07-12,ai,Prototyping,Skill,30,2447,1.2,25
2026-07-12,ai,Excel,Tool,30,2447,1.2,30
2026-07-12,ai,C++,Language,29,2447,1.2,28
2026-07-12,ai,Git,Tool,28,2447,1.1,26
2026-07-12,ai,System Design,Skill,25,2447,1.0,24
2026-07-12,ai,Airflow,Orchestrator,24,2447,1.0,19
2026-07-12,ai,Kafka,Streaming,21,2447,0.9,14
2026-07-12,ai,React,Framework,19,2447,0.8,18
2026-07-12,ai,PostgreSQL,Database,19,2447,0.8,19
2026-07-12,ai,Prompt Engineering,Skill,17,2447,0.7,16
2026-07-12,ai,XGBoost,Library,16,2447,0.7,16
2026-07-12,ai,JavaScript,Language,16,2447,0.7,16
2026-07-12,ai,SageMaker,MLOps,16,2447,0.7,15
2026-07-12,ai,BigQuery,Warehouse,14,2447,0.6,7
2026-07-12,ai,Terraform,IaC,14,2447,0.6,12
2026-07-12,ai,TypeScript,Language,14,2447,0.6,13
2026-07-12,ai,Datadog,Monitoring,15,2447,0.6,15
2026-07-12,ai,Grafana,Monitoring,14,2447,0.6,14
2026-07-12,ai,C#,Language,13,2447,0.5,13
2026-07-12,ai,FastAPI,Framework,12,2447,0.5,12
2026-07-12,ai,Pandas,Library,13,2447,0.5,13
2026-07-12,ai,Rust,Language,13,2447,0.5,13
2026-07-12,ai,MongoDB,Database,9,2447,0.4,9
2026-07-12,ai,Snowflake,Warehouse,9,2447,0.4,9
2026-07-12,ai,Go,Language,10,2447,0.4,9
2026-07-12,ai,ETL,Skill,11,2447,0.4,9
2026-07-12,ai,Scala,Language,10,2447,0.4,10
2026-07-12,ai,Data Modeling,Skill,10,2447,0.4,10
2026-07-12,ai,Incident Response,Skill,9,2447,0.4,8
2026-07-12,ai,AI Coding Tools,Tool,7,2447,0.3,6
2026-07-12,ai,Salesforce,Platform,7,2447,0.3,6
2026-07-12,ai,Angular,Framework,4,2447,0.2,4
2026-07-12,ai,Elasticsearch,Database,5,2447,0.2,5
2026-07-12,ai,DynamoDB,Database,4,2447,0.2,4
2026-07-12,ai,Redis,Database,4,2447,0.2,1
2026-07-12,ai,REST API,API,6,2447,0.2,6
2026-07-12,ai,Next.js,Framework,5,2447,0.2,5
2026-07-12,ai,Ruby,Language,6,2447,0.2,5
2026-07-12,ai,Data Pipeline,Skill,4,2447,0.2,4
2026-07-12,ai,Segment,Analytics,5,2447,0.2,5
2026-07-12,ai,Data Visualization,Skill,5,2447,0.2,4
2026-07-12,ai,GraphQL,API,5,2447,0.2,5
2026-07-12,ai,Linux,OS,6,2447,0.2,6
2026-07-12,ai,Flink,Streaming,6,2447,0.2,4
2026-07-12,ai,Workday,Platform,4,2447,0.2,3
2026-07-12,ai,Vector Databases,Database,3,2447,0.1,3
2026-07-12,ai,Kotlin,Language,2,2447,0.1,2
2026-07-12,ai,MCP,Protocol,3,2447,0.1,3
2026-07-12,ai,NumPy,Library,3,2447,0.1,3
2026-07-12,ai,PHP,Language,2,2447,0.1,2
2026-07-12,ai,Flask,Framework,3,2447,0.1,3
2026-07-12,ai,Figma,Design,3,2447,0.1,3
2026-07-12,ai,Redshift,Warehouse,3,2447,0.1,3
2026-07-12,ai,Svelte,Framework,2,2447,0.1,2
2026-07-12,ai,Swift,Language,2,2447,0.1,2
2026-07-12,ai,AWS Security,Cloud,2,2447,0.1,2
2026-07-12,ai,ArgoCD,GitOps,2,2447,0.1,2
2026-07-12,ai,Trino,Query Engine,2,2447,0.1,2
2026-07-12,ai,Amplitude,Analytics,2,2447,0.1,2
2026-07-12,ai,LLM APIs,API,3,2447,0.1,3
2026-07-12,ai,vLLM,Infra,3,2447,0.1,2
2026-07-12,ai,Vue,Framework,2,2447,0.1,2
2026-07-12,ai,Workflow Automation,Tool,2,2447,0.1,2
2026-07-12,ai,ServiceNow,Platform,2,2447,0.1,2
2026-07-12,ai,Spring,Framework,2,2447,0.1,2
2026-07-12,ai,Bash,Language,2,2447,0.1,2
2026-07-12,ai,SAS,Language,1,2447,0.0,1
2026-07-12,ai,Jupyter,Tool,1,2447,0.0,1
2026-07-12,ai,dbt,Transform,1,2447,0.0,1
2026-07-12,ai,Zero Trust,Architecture,1,2447,0.0,1
2026-07-12,ai,Linear,Tool,1,2447,0.0,1
2026-07-12,ai,Django,Framework,1,2447,0.0,1
2026-07-12,ai,Dagster,Orchestrator,1,2447,0.0,1
2026-07-12,ai,NetSuite,Platform,1,2447,0.0,1
2026-07-12,ai,Streamlit,Framework,1,2447,0.0,1
2026-07-12,ai,Pulumi,IaC,1,2447,0.0,1