Study collections¶
Collections connect certifications that teach related capabilities. They are editorial groupings created by this project, not official vendor pathways, and a guide may appear in more than one collection.
41 guides
Foundations
Build shared vocabulary across GitHub, Azure, infrastructure as code, data, security, Power Platform, and AI before specializing.
AB-900 · AI-901 · AIF-C01 · AZ-900 · CC · CLE-10-01 · CLF-C02 · COF-C03 · CPE-20-01 · DP-900 · EX200 · FC0-U71 · GH-900 · GOOGLE-CLOUD-DIGITAL-LEADER · GOOGLE-GENERATIVE-AI-LEADER · JSE-40-01 · LFCA · NCA-AIIO · NCA-GENL · NSE-1-CYBERSECURITY · NSE-2-CYBERSECURITY · NSE-3-CYBERSECURITY · PANW-CYBERSECURITY-APPRENTICE · PCEA-30-01 · PCED-30-02 · PCEI-30-01 · PCEP-30-02 · PCES-30-01 · PCET-30-01 · PL-900 · SC-900 · SERVICENOW-CSA · SOL-C01 · SPLUNK-CORE-POWER-USER · SPLUNK-CORE-USER · WDE-40-01 · 100-150 · 100-160 · 220-1201 · 220-1202 · TERRAFORM-ASSOCIATE-004
40 guides
AI and agents
Move from AI concepts into Copilot, application development, agent design, administration, and solution architecture.
AB-730 · AB-731 · AB-900 · AI-901 · AIF-C01 · C3000-006 · GOOGLE-CLOUD-DIGITAL-LEADER · GOOGLE-GENERATIVE-AI-LEADER · NCA-GENL · PCEI-30-01 · SOL-C01 · AB-210 · AB-250 · AB-620 · AB-650 · AI-103 · AI-200 · AI-300 · AIB-C01 · DATABRICKS-DATA-ANALYST-ASSOCIATE · DATABRICKS-GENERATIVE-AI-ENGINEER-ASSOCIATE · DATABRICKS-MACHINE-LEARNING-ASSOCIATE · DP-800 · GES-C02 · GH-300 · GH-600 · MB-230 · MLA-C01 · MLA-C02 · SALESFORCE-AGENTFORCE-SPECIALIST · SALESFORCE-PLATFORM-DEVELOPER · SC-500 · AB-100 · AI-500 · AIP-C01 · AZ-401 · DATABRICKS-MACHINE-LEARNING-PROFESSIONAL · EX267 · GOOGLE-PROFESSIONAL-AGENTIC-ARCHITECT · GOOGLE-PROFESSIONAL-MACHINE-LEARNING-ENGINEER
58 guides
Automation and delivery
Study workflow and infrastructure automation, delivery controls, developer productivity, and AI-assisted software development.
AB-730 · C3000-006 · GH-900 · LFCA · NCA-AIIO · PCEA-30-01 · SERVICENOW-CSA · AB-210 · AB-250 · AB-410 · AB-620 · AI-200 · AI-300 · CKA · CKAD · CV0-004 · DATABRICKS-ASSOCIATE-DEVELOPER-APACHE-SPARK · DATABRICKS-DATA-ENGINEER-ASSOCIATE · DEA-C01 · DP-600 · DP-700 · DP-750 · DP-800 · DVA-C02 · EX280 · EX294 · GH-200 · GH-300 · GH-600 · GOOGLE-ASSOCIATE-CLOUD-ENGINEER · LFCS · MB-500 · MB-820 · MLA-C01 · MLA-C02 · MONGODB-ASSOCIATE-ATLAS-ADMINISTRATOR · MONGODB-ASSOCIATE-DEVELOPER · PL-400 · SALESFORCE-AGENTFORCE-SPECIALIST · SALESFORCE-PLATFORM-APP-BUILDER · SALESFORCE-PLATFORM-DEVELOPER · SERVICENOW-CAD · SOA-C03 · TERRAFORM-ASSOCIATE-004 · XK0-006 · 200-301 · 200-901 · AI-500 · AIP-C01 · AZ-400 · AZ-401 · CKS · DATABRICKS-DATA-ENGINEER-PROFESSIONAL · DOP-C02 · EX267 · EX378 · NCP-AIO · TERRAFORM-AUTHORING-OPERATIONS-PROFESSIONAL
37 guides
Data and analytics
Move from data concepts into operational databases, engineering, semantic modeling, business intelligence, governance, real-time analytics, and AI-ready data.
DP-900 · GOOGLE-CLOUD-DIGITAL-LEADER · PCED-30-02 · PCEI-30-01 · PL-900 · SOL-C01 · AB-210 · AB-410 · AI-200 · AI-300 · DATABRICKS-ASSOCIATE-DEVELOPER-APACHE-SPARK · DATABRICKS-DATA-ANALYST-ASSOCIATE · DATABRICKS-DATA-ENGINEER-ASSOCIATE · DATABRICKS-MACHINE-LEARNING-ASSOCIATE · DEA-C01 · DP-300 · DP-420 · DP-600 · DP-700 · DP-750 · DP-800 · GES-C02 · MLA-C01 · MLA-C02 · MONGODB-ASSOCIATE-ATLAS-ADMINISTRATOR · MONGODB-ASSOCIATE-DATA-MODELER · MONGODB-ASSOCIATE-DEVELOPER · PCAD-31-02 · PL-300 · SALESFORCE-AGENTFORCE-SPECIALIST · SALESFORCE-PLATFORM-APP-BUILDER · AIP-C01 · DATABRICKS-DATA-ENGINEER-PROFESSIONAL · DATABRICKS-MACHINE-LEARNING-PROFESSIONAL · DEA-C02 · EX267 · GOOGLE-PROFESSIONAL-DATA-ENGINEER
124 guides
Security and governance
Connect identity, platform policy, code security, data protection, compliance, and responsible AI controls.
AB-731 · AB-900 · CC · EX200 · FC0-U71 · GOOGLE-CLOUD-DIGITAL-LEADER · GOOGLE-GENERATIVE-AI-LEADER · LFCA · NSE-1-CYBERSECURITY · NSE-2-CYBERSECURITY · NSE-3-CYBERSECURITY · PANW-CYBERSECURITY-APPRENTICE · PANW-CYBERSECURITY-PRACTITIONER · PCES-30-01 · SC-900 · SERVICENOW-CSA · 100-150 · 100-160 · 220-1202 · AB-620 · AB-650 · AI-200 · AI-300 · AZ-104 · AZ-700 · AZ-800 · AZ-801 · AZ-802 · CKA · CKAD · CV0-004 · DATABRICKS-DATA-ANALYST-ASSOCIATE · DATABRICKS-DATA-ENGINEER-ASSOCIATE · DATABRICKS-GENERATIVE-AI-ENGINEER-ASSOCIATE · DEA-C01 · DP-300 · DP-420 · DP-600 · DP-700 · DP-750 · DP-800 · DVA-C02 · EX280 · EX294 · GH-100 · GH-500 · GH-600 · GOOGLE-ASSOCIATE-CLOUD-ENGINEER · LFCS · MD-102 · MLA-C01 · MLA-C02 · MONGODB-ASSOCIATE-ATLAS-ADMINISTRATOR · N10-009 · NSE-4-FORTIOS · NSE-5-CLOUD-SECURITY · NSE-5-SASE · NSE-5-SECURE-NETWORKING · NSE-5-SECURITY-OPERATIONS · NSE-6-CLOUD-SECURITY · NSE-6-SASE · NSE-6-SECURE-NETWORKING · NSE-6-SECURITY-OPERATIONS · NSE-I-MSSP-SECURITY · PANW-CLOUD-SECURITY-ENGINEER · PANW-CLOUD-SECURITY-PROFESSIONAL · PANW-NETWORK-SECURITY-ANALYST · PANW-NETWORK-SECURITY-PROFESSIONAL · PANW-NGFW-ENGINEER · PANW-SD-WAN-ENGINEER · PANW-SECURITY-OPERATIONS-PROFESSIONAL · PANW-SSE-ENGINEER · PANW-XDR-ANALYST · PANW-XDR-ENGINEER · PANW-XSIAM-ANALYST · PANW-XSIAM-ENGINEER · PANW-XSOAR-ENGINEER · SAA-C03 · SALESFORCE-AGENTFORCE-SPECIALIST · SALESFORCE-PLATFORM-APP-BUILDER · SALESFORCE-PLATFORM-DEVELOPER · SC-200 · SC-300 · SC-401 · SC-500 · SERVICENOW-CAD · SOA-C03 · SPLK-5001 · SPLK-5002 · SSCP · SY0-701 · VAULT-ASSOCIATE-003 · XK0-006 · 200-301 · 200-901 · AB-100 · AI-500 · AIP-C01 · ANS-C01 · AZ-400 · CCSP · CISSP · CKS · DATABRICKS-DATA-ENGINEER-PROFESSIONAL · DOP-C02 · EX267 · EX378 · GOOGLE-PROFESSIONAL-AGENTIC-ARCHITECT · GOOGLE-PROFESSIONAL-CLOUD-ARCHITECT · GOOGLE-PROFESSIONAL-CLOUD-SECURITY-ENGINEER · MS-102 · NSE-7-CLOUD-SECURITY · NSE-7-SASE · NSE-7-SECURE-NETWORKING · NSE-7-SECURITY-OPERATIONS · NSE-8 · NSE-I-OT-SECURITY · PANW-NETWORK-SECURITY-ARCHITECT · PANW-SECURITY-OPERATIONS-ARCHITECT · SAP-C02 · SC-100 · SCS-C03 · SPLK-5003 · VAULT-OPERATIONS-PROFESSIONAL
117 guides
Administration and architecture
Design and operate governed platforms, enterprise services, Copilot environments, and agentic business solutions.
AB-730 · AB-731 · AB-900 · AZ-900 · EX200 · FC0-U71 · GOOGLE-GENERATIVE-AI-LEADER · LFCA · NCA-AIIO · SALESFORCE-PLATFORM-ADMINISTRATOR · SERVICENOW-CSA · SOL-C01 · SPLUNK-O11Y-METRICS-USER · 100-150 · 220-1201 · 220-1202 · AB-210 · AB-250 · AB-410 · AB-620 · AB-650 · AI-200 · AI-300 · AIB-C01 · AZ-104 · AZ-120 · AZ-140 · AZ-700 · AZ-800 · AZ-801 · AZ-802 · CKA · CKAD · CV0-004 · DATABRICKS-DATA-ANALYST-ASSOCIATE · DATABRICKS-DATA-ENGINEER-ASSOCIATE · DATABRICKS-GENERATIVE-AI-ENGINEER-ASSOCIATE · DATABRICKS-MACHINE-LEARNING-ASSOCIATE · DEA-C01 · DP-300 · DP-420 · DP-600 · DP-700 · DP-750 · DP-800 · DVA-C02 · EX280 · EX294 · GH-100 · GH-600 · GOOGLE-ASSOCIATE-CLOUD-ENGINEER · LFCS · MB-230 · MB-310 · MB-330 · MB-500 · MB-800 · MB-820 · MD-102 · MLA-C01 · MLA-C02 · MONGODB-ASSOCIATE-ATLAS-ADMINISTRATOR · MS-700 · MS-721 · N10-009 · NSE-4-FORTIOS · PL-300 · PL-400 · SAA-C03 · SALESFORCE-AGENTFORCE-SPECIALIST · SALESFORCE-PLATFORM-APP-BUILDER · SALESFORCE-PLATFORM-DEVELOPER · SC-200 · SC-300 · SC-401 · SC-500 · SERVICENOW-CAD · SOA-C03 · SPLUNK-ADVANCED-POWER-USER · SPLUNK-CLOUD-ADMIN · SPLUNK-ENTERPRISE-ADMIN · SY0-701 · TERRAFORM-ASSOCIATE-004 · VAULT-ASSOCIATE-003 · XK0-006 · 200-301 · 200-901 · AB-100 · AI-500 · AIP-C01 · ANS-C01 · AZ-305 · CCSP · CKS · DATABRICKS-DATA-ENGINEER-PROFESSIONAL · DATABRICKS-MACHINE-LEARNING-PROFESSIONAL · DOP-C02 · EX267 · GOOGLE-PROFESSIONAL-AGENTIC-ARCHITECT · GOOGLE-PROFESSIONAL-CLOUD-ARCHITECT · MS-102 · NCP-AIO · NSE-7-CLOUD-SECURITY · NSE-7-SASE · NSE-7-SECURE-NETWORKING · NSE-7-SECURITY-OPERATIONS · NSE-8 · NSE-I-OT-SECURITY · PANW-NETWORK-SECURITY-ARCHITECT · PANW-SECURITY-OPERATIONS-ARCHITECT · SAP-C02 · SC-100 · SCS-C03 · SPLUNK-CORE-CONSULTANT · SPLUNK-ENTERPRISE-ARCHITECT · TERRAFORM-AUTHORING-OPERATIONS-PROFESSIONAL · VAULT-OPERATIONS-PROFESSIONAL
3 guides
Audit, risk, and security management
Connect independent assurance, enterprise technology risk, security governance, and management-level control decisions.
CISA · CISM · CRISC
33 guides
Programming and software development
Build language fundamentals, then connect application code, testing, data access, automation, delivery, and platform-specific development.
C3000-006 · CLE-10-01 · CPE-20-01 · JSE-40-01 · PCEA-30-01 · PCED-30-02 · PCEI-30-01 · PCEP-30-02 · PCES-30-01 · PCET-30-01 · WDE-40-01 · CLA-11-03 · CPA-21-02 · DATABRICKS-ASSOCIATE-DEVELOPER-APACHE-SPARK · DVA-C02 · GH-200 · GH-300 · GH-600 · JSA-41-01 · MB-500 · MB-820 · MONGODB-ASSOCIATE-DEVELOPER · PCAD-31-02 · PCAP-31-03 · PCAT-31-01 · PL-400 · SALESFORCE-PLATFORM-DEVELOPER · WDA-41-01 · CLP-12-01 · CPP-22-02 · EX267 · EX378 · PCPP-32-101
5 guides
Productivity and office
Develop practical document, spreadsheet, presentation, collaboration, automation, and accessible-delivery skills in Microsoft 365 Apps.
MO-110 · MO-210 · MO-310 · MO-111 · MO-211
6 guides
Enterprise AI, data, and security
Connect foundational and generative AI engineering with enterprise SIEM, data protection, and database administration practices.
C1000-206 · C1000-156 · C1000-175 · C1000-184 · C1000-185 · C1000-197
1 guides
Java platform
Develop current Java language, core API, concurrency, module, packaging, and deployment skills through runnable code.
1Z0-830
9 guides
Oracle Cloud Infrastructure
Build OCI foundations through professional architecture, development, DevOps, networking, operations, security, and observability skills using authorized designs, deployments, failure tests, and evidence-led troubleshooting.
1Z0-1085-26 · 1Z0-1072-26 · 1Z0-997-26 · 1Z0-1067-26 · 1Z0-1084-26 · 1Z0-1104-26 · 1Z0-1109-26 · 1Z0-1111-26 · 1Z0-1124-26
2 guides
Oracle AI Database
Develop SQL and database-administration skills through executable queries, scoped security, recoverable operations, data movement, and measured tuning.
1Z0-171 · 1Z0-182