🗺️ Cloud Career Roadmaps

Clear learning paths from beginner to job-ready professional. Learn skills, earn certifications, build projects, land jobs.

Not sure where to start? Choose your role below ↓

📊 Cloud Certification Progression Paths

Visual map of cert progression — from your first exam to expert level. Click any cert to see its full roadmap.

Fundamentals Associate Professional / Expert Specialty
🔷 Microsoft Azure
AZ-900
Azure Fundamentals
Start Here
↓
AZ-104
Administrator
AZ-204
Developer
AI-900
AI Fundamentals
DP-203
Data Engineer
↓
AZ-305
Solutions Architect
Most Popular
AZ-400
DevOps Engineer
AZ-500
Security Engineer
AI-102
AI Engineer
🟧 Amazon Web Services
CLF-C02
Cloud Practitioner
Start Here
↓
SAA-C03
Solutions Architect
Most Popular
DVA-C02
Developer
SOA-C02
SysOps Admin
MLS-C01
Machine Learning
↓
SAP-C02
SA Professional
DOP-C02
DevOps Professional
AIF-C01
AI Practitioner
🔥 New
MLA-C02
ML Engineer
Current
SCS-C02
Security Specialty
ANS-C01
Advanced Networking
🔵 Google Cloud Platform
ACE
Associate Cloud Engineer
Start Here
↓
PCA
Cloud Architect
Most Popular
PCD
Cloud Developer
PCDE
Data Engineer
PCSE
Security Engineer
↓
GenAI Leader
Generative AI Leader
🔥 New
PCMLE
ML Engineer

💡 Hover any card to highlight it — click to open its full step-by-step learning roadmap

🗺️ Step-by-Step Career Tracks

Phase-by-phase learning paths — exactly what to study and in what order, like roadmap.sh but built for cloud certifications.

🔷 Azure Career Tracks

🧠

Azure AI Fundamentals

AI-901
1Responsible AI Foundations
2Models & Workloads
3Microsoft Foundry & Agents
4Language, Speech & Vision
5Projects & AI-901 Readiness
Full Roadmap →
AI

AI Business Professional

AB-730
1Business Tasks & Prompt Contracts
2Grounded Content & Analysis
3Meetings, Collaboration & Agents
4Evaluation, Privacy & Responsible AI
5Adoption Evidence & AB-730 Readiness
Full Roadmap →
🤖

Agentic AI Solutions Architect

AB-100
1AI Strategy & Discovery
2Copilot Studio & Foundry
3Multi-Agent Architecture
4ALM, Security & Evaluation
5Adoption & AB-100 Readiness
Full Roadmap →
🛡️

Microsoft 365 & AI Services Admin

AB-650
1Tenant & Identity Operations
2Defender & Threat Protection
3Purview & Data Security
4Copilot & Agent Controls
5Health, Adoption & AB-650
Full Roadmap →
🐙

GitHub Foundations

GH-900
1Git & Repository Basics
2Issues, Branches & Pull Requests
3Actions, Copilot & Codespaces
4Security & Administration
5Community & GH-900 Readiness
Full Roadmap →
🏢

GitHub Enterprise Administrator

GH-100 (Beta)
1Enterprise Identity
2Governance & Repository Policy
3Secure Software Operations
4Actions, Runners & Audit
5Licensing, Support & Beta Readiness
Full Roadmap →
🤖

Copilot & Agent Administration

AB-900
1Microsoft 365 Objects
2Identity & Security
3Purview & Data Governance
4Copilot Readiness
5Agents & AB-900 Readiness
Full Roadmap →
🧭

AI Transformation Leader

AB-731
1AI Value Foundations
2Use-Case Portfolio
3Microsoft AI Options
4Responsible Strategy
5Adoption & AB-731
Full Roadmap →
🧠

Azure AI Apps & Agents

AI-103
1Plan & Secure AI
2Foundry & Models
3Agents & RAG
4Multimodal AI
5Evaluate & AI-103
Full Roadmap →
☁️

Azure AI Cloud Developer

AI-200
1Containers & Registry
2AI Data Services
3Messaging & Events
4Security & Operations
5Troubleshoot & AI-200
Full Roadmap →
📊

Fabric Analytics Engineer

DP-600
1Fabric Governance
2OneLake & Stores
3Prepare with SQL & KQL
4Semantic Models & DAX
5Lifecycle & DP-600
Full Roadmap →
🗃️

Fabric Data Engineer

DP-700
1Fabric Architecture
2Batch Ingestion
3PySpark & Delta
4Streaming & KQL
5Optimize & DP-700
Full Roadmap →
🗄️

AI Database Developer

DP-800
1Modern SQL Design
2Security & Performance
3APIs & Database DevOps
4Vectors & Hybrid Search
5RAG & DP-800
Full Roadmap →
🛡️

GitHub Advanced Security

GH-500
1Security Suite Foundations
2Secret Protection
3Supply Chain Security
4CodeQL & Operations
5Governance & GH-500
Full Roadmap →
🤖

GitHub Copilot Certification

GH-300
1Responsible AI & Validation
2IDE, CLI, Agents & MCP
3Data Flow & Architecture
4Prompting, Tests & Modernization
5Privacy, Safeguards & GH-300
Full Roadmap →
✨

AWS Generative AI Developer

AIP-C01
1Models, Data & RAG
2Applications, Agents & Integration
3Safety, Security & Governance
4Operations, Cost & Evaluation
5AIP-C01 Exam Readiness
Full Roadmap →
☁️

Azure Fundamentals

AZ-900
1Cloud Computing Concepts
2Core Azure Services
3Security & Compliance Basics
4AZ-900 Exam
Full Roadmap →
⚙️

Azure Administrator

AZ-104
1Azure Fundamentals (AZ-900)
2Identity & Governance
3Storage & Compute (VMs)
4Virtual Networking
5Monitoring & Backup
6AZ-104 Exam
Full Roadmap →
💻

Azure Developer

AZ-204
1C# / Python Basics
2Azure Fundamentals (AZ-900)
3App Service & Functions
4Cosmos DB & Blob Storage
5API Management & Security
6AZ-204 Exam
Full Roadmap →
🏗️

Azure Solutions Architect

AZ-305
1Azure Administrator (AZ-104)
2Networking & Hybrid Design
3Identity & Security Design
4Storage & Data Solutions
5Business Continuity & Cost
6AZ-305 Exam
Full Roadmap →
🔄

Azure DevOps Engineer

AZ-400
1Linux Basics
2Git & Version Control
3CI/CD Pipelines
4Terraform & IaC
5Kubernetes (AKS)
6AZ-400 Exam
Full Roadmap →
🔒

Azure Security Engineer

AZ-500
1Azure Administrator (AZ-104)
2Identity & Access Management
3Network & Platform Security
4Security Operations
5Data & App Security
6AZ-500 Exam
Full Roadmap →
📊

Azure Data Engineer

DP-203
1SQL & Python Basics
2Azure Data Storage
3Azure Data Factory
4Azure Synapse Analytics
5Databricks & Apache Spark
6DP-203 Exam
Full Roadmap →
🤖

Azure AI Fundamentals

AI-900
1AI & ML Concepts
2Machine Learning Basics
3Azure AI Services Overview
4AI-900 Exam
Full Roadmap →
🧠

Azure AI Engineer

AI-102
1Python & AI-900
2Azure Cognitive Services
3Computer Vision & NLP
4Conversational AI & Bots
5Knowledge Mining
6AI-102 Exam
Full Roadmap →
🔬

Azure Data Scientist

DP-100
1Python & Statistics
2ML Algorithms
3Azure Machine Learning
4Model Training & Evaluation
5MLOps & Deployment
6DP-100 Exam
Full Roadmap →
🌐

Azure Network Engineer

AZ-700
1Networking Fundamentals
2Azure VNet Design
3Hybrid (VPN & ExpressRoute)
4Azure Firewall & WAF
5Load Balancing & Traffic Mgmt
6AZ-700 Exam
Full Roadmap →
🗄️

Azure Database Admin

DP-300
1SQL Server Fundamentals
2Azure SQL Databases
3Performance Tuning
4High Availability & DR
5Security & Compliance
6DP-300 Exam
Full Roadmap →
🖥️

Azure Virtual Desktop

AZ-140
1Windows & AD Basics
2AVD Infrastructure Setup
3FSLogix & User Profiles
4Security & Monitoring
5AZ-140 Exam
Full Roadmap →
💾

Cosmos DB Developer

DP-420
1NoSQL Concepts
2Cosmos DB Core APIs
3Data Modeling & Partitioning
4SDKs & App Development
5Performance & Optimization
6DP-420 Exam
Full Roadmap →
🖥️

Windows Server Hybrid Admin

AZ-800/801
1Windows Server Basics
2Active Directory (AD DS)
3Azure Hybrid Services
4Azure Arc
5Hyper-V & Migration
6AZ-800/801 Exam
Full Roadmap →

🛡️ Security & Identity Tracks

🛡️

Cisco Cybersecurity Operations

200-201 CCNACBR
1Security Concepts
2Host-Based Analysis
3Network Intrusion Analysis
4Security Monitoring & Response
5CCNACBR Exam Readiness
Full Roadmap →
☁️

Salesforce Agentforce Specialist

AI-201
1Agentforce Foundations
2Prompts, Topics & Actions
3Data Cloud Grounding
4Trust, Testing & Deployment
5AI-201 Exam Readiness
Full Roadmap →
🔒

Privacy Engineering

Practical Skill Path · Not a Certification
1Privacy Requirements & Data Inventory
2Minimization, Purpose & Consent
3De-identification & Access Controls
4Privacy-Preserving Architecture & Testing
5Telemetry, Incidents & Evidence
Full Skill Path →
🛡️

CNAPP & Runtime Security

Practical Skill Path · Not a Certification
1Cloud Inventory, Posture & Identity
2Workload & Supply-Chain Protection
3Kubernetes Runtime Detection
4Triage, Containment & Investigation
5Evidence, Recovery & Improvement
Full Skill Path →
🛡️

API Security Engineering

Practical Skill Path · Not a Certification
1Inventory, Threats & Trust
2OAuth, OIDC & Identity
3Object & Function Authorization
4Gateway, Validation & Resource Controls
5Testing, Rotation & Incident Readiness
Full Skill Path →
🧭

AI Governance & Risk Engineering

Practical Skill Path · Not a Certification
1Governance Model & Inventory
2Impact & Risk Assessment
3Controls, Documentation & Evidence
4Evaluation, Approval & Third Parties
5Monitoring, Incidents & Residual Risk
Full Skill Path →
⚙️

AWS CloudOps Engineer

SOA-C03
1Monitor & Analyze
2Reliability & Recovery
3Provision & Automate
4Security & Networking
5CloudOps & SOA-C03
Full Roadmap →
🔐

AWS Security Specialty

SCS-C03
1Detection & Response
2Infrastructure Security
3Identity & Access
4Data Protection
5Governance & SCS-C03
Full Roadmap →
🛡️

Security Fundamentals

SC-900
1Security Concepts
2Microsoft Identity (Entra ID)
3Microsoft Security Solutions
4SC-900 Exam
Full Roadmap →
🔑

Identity & Access Admin

SC-300
1SC-900 or AZ-104
2Microsoft Entra ID
3MFA & Conditional Access
4Privileged Identity Management
5Governance & Lifecycle
6SC-300 Exam
Full Roadmap →
🔍

Security Operations Analyst

SC-200
1SC-900 or AZ-104
2Microsoft Sentinel (SIEM)
3Microsoft Defender XDR
4KQL Query Language
5Incident Response
6SC-200 Exam
Full Roadmap →
🔐

Cybersecurity Architect

SC-100
1AZ-500 + SC-200 or SC-300
2Zero Trust Design
3Security Operations Design
4GRC & Risk Management
5SC-100 Exam
Full Roadmap →
🛡️

CompTIA Cybersecurity Analyst

CySA+ CS0-003
1Security Operations
2Vulnerability Management
3Threat Detection & Analysis
4Incident Response
5CS0-003 Exam
Full Roadmap →

⚡ Power Platform Tracks

⚡

Power Platform Fundamentals

PL-900
1Power Apps Basics
2Power Automate Flows
3Power BI & Power Pages
4PL-900 Exam
Full Roadmap →
📊

Power BI Data Analyst

PL-300
1Excel & Data Basics
2Power Query & ETL
3Data Modeling & DAX
4Visualizations & Reports
5PL-300 Exam
Full Roadmap →

🟧 AWS Career Tracks

☁️

AWS Cloud Practitioner

CLF-C02
1Cloud Computing Basics
2AWS Core Services
3Security & Compliance
4Pricing & Support Plans
5CLF-C02 Exam
Full Roadmap →
🏗️

AWS Solutions Architect

SAA-C03
1AWS Cloud Practitioner
2Compute (EC2, Lambda, ECS)
3Storage (S3, EBS, EFS)
4Networking (VPC, Route 53)
5Databases (RDS, DynamoDB)
6SAA-C03 Exam
Full Roadmap →
💻

AWS Developer

DVA-C02
1Python or JavaScript
2AWS Fundamentals
3Serverless (Lambda, API GW)
4DynamoDB & Storage
5CI/CD (CodePipeline, CodeDeploy)
6DVA-C02 Exam
Full Roadmap →
⚙️

AWS SysOps Administrator

SOA-C02
1AWS Solutions Architect
2Monitoring (CloudWatch)
3Automation (Systems Manager)
4Networking & VPCs
5Storage & Database Ops
6Security & Cost Optimization
7SOA-C02 Exam
Full Roadmap →
🔒

AWS Security Specialty

SCS-C02
1AWS Solutions Architect
2IAM & Identity Federation
3Data Protection & KMS
4Network Security
5Threat Detection (GuardDuty)
6SCS-C02 Exam
Full Roadmap →
🌐

AWS Advanced Networking

ANS-C01
1Networking Fundamentals
2VPC Design & Peering
3Hybrid (Direct Connect & VPN)
4Transit Gateway & Routing
5CloudFront & CDN
6ANS-C01 Exam
Full Roadmap →
📊

AWS Data Analytics

DAS-C01
1SQL & Python Basics
2Data Ingestion (Kinesis)
3Data Storage (S3, Redshift)
4Data Processing (Glue, EMR)
5Analysis (Athena, QuickSight)
6DAS-C01 Exam
Full Roadmap →
🗄️

AWS Database Specialty

DBS-C01
1SQL Fundamentals
2AWS RDS & Aurora
3DynamoDB & NoSQL
4ElastiCache & Neptune
5Migration & Optimization
6DBS-C01 Exam
Full Roadmap →
🤖

AWS Machine Learning

MLS-C01
1Python & Statistics
2ML Algorithms
3Amazon SageMaker
4AWS AI Services
5MLOps & Model Deployment
6MLS-C01 Exam
Full Roadmap ➜
🏗

AWS Solutions Architect Pro

SAP-C02
1AWS SAA-C03 (required)
2Advanced Networking & Hybrid
3Multi-Account & Control Tower
4Cost Optimization & Migration
5Case Studies & Whitepapers
6SAP-C02 Exam
Full Roadmap ➜
⚙

AWS DevOps Engineer Pro

DOP-C02
1AWS DVA or SOA (required)
2CI/CD with CodePipeline
3IaC: CloudFormation & CDK
4Monitoring, Logging & Incident
5Security Automation & Compliance
6DOP-C02 Exam
Full Roadmap ➜
🤖

AWS AI Practitioner

AIF-C01
1AI & ML Fundamentals
2AWS Gen AI Services (Bedrock)
3SageMaker & AI Security
4Responsible AI & Governance
5AIF-C01 Exam
Full Roadmap ➜
AZ-120 Azure for SAP Workloads Roadmap AZ-220 Azure IoT Developer Roadmap SC-400 Information Protection Administrator Roadmap 300-410 ENARSI Cisco ENARSI Roadmap EX294 Red Hat Certified Engineer Roadmap VCP-VCF VMware VCP-VCF Administrator Roadmap COF-C02 SnowPro Core Roadmap CRISC ISACA CRISC Roadmap CDPSE ISACA CDPSE Roadmap CNX-001 CompTIA CloudNetX Roadmap
MS-700 Microsoft Teams Administrator Roadmap MS-203 Microsoft 365 Messaging Administrator Roadmap MS-500 Microsoft 365 Security Administrator Roadmap CLF-C02 AWS Certified Cloud Practitioner Roadmap SAA-C03 AWS Certified Solutions Architect Associate Roadmap DVA-C02 AWS Certified Developer Associate Roadmap ANS-C01 AWS Certified Advanced Networking Specialty Roadmap ACE v2 Google Cloud Associate Cloud Engineer Roadmap PCA v2 Google Cloud Professional Cloud Architect Roadmap PCSE v2 Google Cloud Professional Cloud Security Engineer Roadmap CCST Cybersecurity Cisco Certified Support Technician Cybersecurity Roadmap 200-201 CBROPS Cisco CyberOps Associate Roadmap 350-401 ENCOR v2 Cisco Enterprise Core Roadmap PCCET Palo Alto Networks Certified Cybersecurity Entry-level Technician Roadmap FCA Fortinet Certified Associate Cybersecurity Roadmap FCP Network Security Fortinet Certified Professional Network Security Roadmap JNCIA-MistAI Juniper JNCIA-MistAI Roadmap ZDTA Zscaler Digital Transformation Administrator Roadmap Okta Professional Okta Certified Professional Roadmap CTIA EC-Council Certified Threat Intelligence Analyst Roadmap
Professional Data Engineer Google Professional Data Engineer Roadmap Professional Cloud Developer Google Cloud Developer Roadmap Legacy MLA-C01 Roadmap - retires Sep 28, 2026 Terraform Professional Terraform Authoring and Operations Professional Roadmap Vault Associate HashiCorp Vault Associate Roadmap Elastic Engineer Elastic Certified Engineer Roadmap Datadog Fundamentals Datadog Fundamentals Roadmap Splunk Core User Splunk Core Certified User Roadmap Tableau Desktop Specialist Tableau Desktop Specialist Roadmap Salesforce AI Associate Salesforce AI Associate Roadmap
AB-410 Building Intelligent Applications Roadmap AB-620 Copilot Studio Agent Solutions Roadmap AI-300 Azure AI Operations Engineer Roadmap DP-750 Azure Databricks Data Engineer Roadmap SC-500 Cloud and AI Security Engineer Roadmap 220-1201 CompTIA A+ Core 1 Roadmap 220-1202 CompTIA A+ Core 2 Roadmap Security Operations Engineer Google Security Operations Engineer Roadmap 350-601 DCCOR Cisco Data Center Core Roadmap 300-415 ENSDWI Cisco SD-WAN Solutions Roadmap
300-420 ENSLD Cisco Enterprise Network Design Roadmap 300-710 SNCF Cisco Firepower Security Roadmap 300-715 SISE Cisco Identity Services Engine Roadmap 300-730 SVPN Cisco Secure VPN Solutions Roadmap 400-007 CCDE Cisco Certified Design Expert Roadmap AIGP IAPP AI Governance Professional Roadmap CCA-F Claude Certified Architect Foundations Roadmap Generative AI Engineer Associate Databricks Generative AI Engineer Roadmap Data Engineer Professional Databricks Data Engineer Professional Roadmap NCA-AIIO NVIDIA AI Infrastructure and Operations Roadmap
156-215.82 Check Point Security Administrator R82 Roadmap 156-315.82 Check Point Security Expert R82 Roadmap HPE7-A01 HPE Network Campus Access Professional Roadmap HPE7-A08 HPE Network Switching Professional Roadmap ITIL Foundation v5 ITIL Foundation Version 5 Roadmap CPMAI PMI Cognitive Project Management in AI Roadmap NS0-165 NetApp Data Administrator ONTAP Roadmap NetSec-Analyst Palo Alto Network Security Analyst Roadmap NetSec-Pro Palo Alto Network Security Professional Roadmap NGFW-Engineer Palo Alto Next-Generation Firewall Engineer Roadmap
FCSS_LED_AR-7.6 Fortinet LAN Edge 7.6 Architect Roadmap FCSS_NST_SE-7.6 Fortinet Network Security 7.6 Support Engineer Roadmap NSE5_FSW_AD-7.6 Fortinet FortiSwitch 7.6 Administrator Roadmap NSE5_SSE_AD-7.6 Fortinet FortiSASE 7.6 Administrator Roadmap NSE6_SDW_AD-7.6 Fortinet SD-WAN 7.6 Administrator Roadmap NSE7_SSE_AD-25 Fortinet FortiSASE Enterprise Administrator Roadmap SecOps-Pro Palo Alto Security Operations Professional Roadmap SSE-Engineer Palo Alto Security Service Edge Engineer Roadmap CIS-DF ServiceNow Data Foundations Specialist Roadmap SPLK-1003 Splunk Enterprise Certified Admin Roadmap
JN0-106 Juniper JNCIA-Junos Roadmap JN0-650 Juniper JNCIP-ENT Roadmap JN0-349 Juniper JNCIS-ENT Roadmap JN0-412 Juniper JNCIS-SEC Roadmap 350-701 SCOR Cisco Security Core Roadmap 300-435 ENAUTO Cisco Enterprise Automation Roadmap 300-910 DEVOPS Cisco DevOps Solutions Roadmap 350-401 ENCOR Cisco Enterprise Core Roadmap 300-410 ENARSI Cisco Advanced Routing Roadmap 300-425 ENWL Cisco Enterprise Wireless Roadmap 2V0-21.23 VMware vSphere Professional Roadmap 2V0-31.23 VMware Aria Automation Roadmap 2V0-71.23 VMware Security Professional Roadmap 5V0-42.20 VMware NSX Advanced Roadmap EX188 Red Hat Containers Specialist Roadmap EX374 Red Hat Performance Specialist Roadmap EX467 Red Hat Identity Specialist Roadmap EX403 Red Hat Satellite Specialist Roadmap EX316 Red Hat Virtualization Specialist Roadmap EX415 Red Hat Security Specialist Roadmap Consul Associate HashiCorp Consul Associate Roadmap Terraform Associate 004 HashiCorp Terraform Associate Roadmap Vault Operations Professional HashiCorp Vault Operations Professional Roadmap SnowPro Advanced DEA-C02 SnowPro Advanced Data Engineer Roadmap SnowPro Advanced Architect SnowPro Advanced Architect Roadmap ML Professional Databricks Machine Learning Professional Roadmap Data Analyst Associate Databricks Data Analyst Associate Roadmap MongoDB Java Developer MongoDB Associate Developer Java Roadmap MongoDB Python Developer MongoDB Associate Developer Python Roadmap MongoDB Node.js Developer MongoDB Associate Developer Node.js Roadmap
1Z0-829 Oracle Java SE 17 Developer Roadmap 1Z0-831 Oracle Java SE 25 Developer Roadmap 1Z0-1085-25 Oracle Cloud Foundations Associate Roadmap 1Z0-1084-25 Oracle Cloud Developer Professional Roadmap 1Z0-1072-25 Oracle Cloud Architect Associate Roadmap 1Z0-1093-25 Oracle Cloud Architect Professional Roadmap 1Z0-1105-25 Oracle Cloud Security Professional Roadmap CCSP ISC2 CCSP Roadmap ISSAP ISC2 CISSP ISSAP Roadmap ISSEP ISC2 CISSP ISSEP Roadmap
PK0-005 CompTIA Project+ Roadmap CY0-001 CompTIA SecAI+ Roadmap CV0-004 CompTIA Cloud+ Roadmap XK0-006 CompTIA Linux+ Roadmap AAISM ISACA AI Security Management Roadmap CGEIT ISACA Enterprise IT Governance Roadmap COBIT 2019 ISACA COBIT 2019 Foundation Roadmap CAMS ACAMS CAMS Roadmap CBAP IIBA CBAP Roadmap OGEA-103 TOGAF Enterprise Architecture Combined Roadmap
003 HashiCorp Terraform Associate Roadmap KCNA CNCF KCNA Roadmap CKA CNCF CKA Roadmap CKAD CNCF CKAD Roadmap CKS CNCF CKS Roadmap LF-KCNA Linux Foundation KCNA Roadmap DEA Databricks Data Engineer Associate Roadmap EX280 Red Hat OpenShift Admin Roadmap DCA Docker Certified Associate Roadmap 312-50 EC-Council CEH Roadmap
NCP-MCI 6.10 Nutanix NCP-MCI Roadmap NCA 6.10 Nutanix NCA Roadmap SPLK-1002 Splunk Core Power User Roadmap SPLK-1003 Splunk Enterprise Admin Roadmap SPLK-1005 Splunk Cloud Admin Roadmap FCP FortiGate 7.6 Fortinet FortiGate Administrator Roadmap JN0-105 Juniper JNCIA-Junos Roadmap JN0-335 Juniper JNCIS-SEC Roadmap 200-201 CBROPS Cisco CyberOps Associate Roadmap 350-701 SCOR Cisco CCNP Security Core Roadmap
VMCE v12 Veeam VMCE v12 Roadmap ZIA Admin Zscaler ZIA Administrator Roadmap Okta Admin Okta Certified Administrator Roadmap SES Broadcom Symantec Endpoint Security Roadmap F5 201 F5 BIG-IP Administrator Roadmap CCSA R81.20 Check Point CCSA Roadmap CCISO EC-Council CCISO Roadmap Chef Foundation Chef Foundation Badge Roadmap Pulumi Practitioner Pulumi Practitioner Roadmap SCA SUSE Certified Administrator Roadmap
CSA ServiceNow System Administrator Roadmap CIS-ITSM ServiceNow CIS-ITSM Roadmap ITIL 4 Foundation ITIL 4 Foundation Roadmap ITIL 4 CDS ITIL 4 Create Deliver Support Roadmap ITIL 4 DPI ITIL 4 Direct Plan Improve Roadmap PSPO I Scrum.org PSPO I Roadmap Platform App Builder Salesforce Platform App Builder Roadmap MuleSoft Developer I MuleSoft Developer I Roadmap Inbound Marketing HubSpot Inbound Marketing Roadmap CEF Chaos Engineering Foundation Roadmap
Adobe Commerce Business Prac Adobe Commerce Business Pro Pro Roadmap Adobe Commerce Adobe Commerce Dev Pro Roadmap Adobe Analytics Business Pra Adobe Analytics Business Pro Pro Roadmap Adobe Target Business Practi Adobe Target Business Pro Pro Roadmap Adobe AEM Sites Adobe AEM Sites Dev Pro Roadmap Adobe AEM Assets Adobe AEM Assets Dev Pro Roadmap Adobe Campaign Business Prac Adobe Campaign Business Pro Pro Roadmap Time CDP Business Practition Adobe Real Time CDP Business Pro Pro Roadmap Atlassian Jira Admin Cloud Atlassian Jira Admin Cloud Roadmap Jira Service Management Admi Atlassian Jira Service Mgmt Admin Roadmap Atlassian Confluence Admin C Atlassian Confluence Admin Cloud Roadmap Jira Project Admin Cloud Atlassian Jira Project Admin Cloud Roadmap Atlassian Cloud Organization Atlassian Cloud Organization Admin Roadmap Vmware VCP DCV 2024 VMware VCP DCV 2024 Roadmap Vmware VCP NV 2024 VMware VCP NV 2024 Roadmap Vmware VCP CMA 2024 VMware VCP CMA 2024 Roadmap Vmware VCP DTM 2024 VMware VCP DTM 2024 Roadmap Vmware VCTA DCV 2024 VMware VCTA DCV 2024 Roadmap Vmware VCTA NV 2024 VMware VCTA NV 2024 Roadmap Vmware Aria Automation VMware Aria Automation Pro Roadmap Oracle 1Z0 071 SQL Oracle 1Z0 071 SQL Assoc Roadmap 1Z0 082 Database Administrat Oracle 1Z0 082 Database Admin Roadmap 1Z0 083 Database Administrat Oracle 1Z0 083 Database Admin Pro Roadmap 1085 23 Cloud Foundations Oracle 1Z0 1085 23 Cloud Foundations Roadmap 1072 23 Cloud Architect Oracle 1Z0 1072 23 Cloud Architect Assoc Roadmap 1067 23 Cloud Operations Oracle 1Z0 1067 23 Cloud Operations Pro Roadmap 23 Cloud Database Services Oracle 1Z0 1093 23 Cloud Database Services Roadmap 1122 23 Ai Foundations Oracle 1Z0 1122 23 Ai Foundations Roadmap Ts410 Business Process Integ SAP C Ts410 Business Process Integration Roadmap SAP C S4FTR Treasury SAP C S4FTR Treasury Roadmap C S4CMA Cloud Manufacturing SAP C S4CMA Cloud Manufacturing Roadmap S4CWM Cloud Warehouse Manage SAP C S4CWM Cloud Warehouse Mgmt Roadmap SAP C SAC Planning SAP C SAC Planning Roadmap C BW4HANA Data Warehousing SAP C BW4HANA Data Warehousing Roadmap C CPI Integration Suite SAP C CPI Integration Suite Roadmap C SF Employee Central SAP C SF Employee Central Roadmap SAP C Successfactors Recruit SAP C Successfactors Recruiting Roadmap SAP C Ariba Procurement SAP C Ariba Procurement Roadmap Cisco CCST Networking Cisco CCST Networking Roadmap Cisco CCST It Support Cisco CCST It Support Roadmap Cisco ENWLSD 300 425 Cisco ENWLSD 300 425 Roadmap Collaboration Core 350 801 Cisco Collaboration Core 350 801 Roadmap Center Core 350 601 Cisco Data Center Core 350 601 Roadmap Provider Core 350 501 Cisco Service Provider Core 350 501 Roadmap Cisco DEVCOR 350 901 Cisco DEVCOR 350 901 Roadmap Secure Firewall 300 710 Cisco Secure Firewall 300 710 Roadmap FCP Fortigate 7 4 Fortinet FCP Fortigate 7 4 Admin Roadmap Fortinet FCP Fortimanager Fortinet FCP Fortimanager Admin Roadmap Fortinet FCP Fortianalyzer Fortinet FCP Fortianalyzer Admin Roadmap FCP Public Cloud Security Fortinet FCP Public Cloud Security Roadmap FCP Secure Wireless Lan Fortinet FCP Secure Wireless Lan Roadmap Fortinet FCX Cybersecurity Fortinet FCX Cybersecurity Roadmap Checkpoint CCSE R81 20 Check Point CCSE R81 20 Roadmap Checkpoint CCSM R81 20 Check Point CCSM R81 20 Roadmap Alto PCDRA Cortex XDR Palo Alto Networks PCDRA Cortex XDR Roadmap Alto PSE Prisma Cloud Palo Alto Networks PSE Prisma Cloud Roadmap Zscaler ZPA Zscaler ZPA Admin Roadmap Zscaler ZDX Zscaler ZDX Admin Roadmap Crowdstrike CCFA Falcon CrowdStrike CCFA Falcon Admin Roadmap Crowdstrike CCFR Responder CrowdStrike CCFR Responder Roadmap Sentinelone SCA Security SentinelOne SCA Security Admin Roadmap Tenable Specialist Tenable Cert Spec Roadmap Qualys Vulnerability Managem Qualys Vuln Mgmt Spec Roadmap Rapid7 Insightvm Rapid7 Insightvm Cert Admin Roadmap Giac Security Essentials GSE GIAC Security Essentials GSEC Roadmap Giac Incident Handler GCIH GIAC Cert Incident Handler GCIH Roadmap Giac Forensic Analyst GCFA GIAC Cert Forensic Analyst GCFA Roadmap Giac Penetration Tester GPEN GIAC Penetration Tester GPEN Roadmap Application Penetration Test GIAC Web Application Penetration Tester Roadmap Giac Continuous Monitoring G GIAC Continuous Monitoring GMON Roadmap Giac Intrusion Analyst GCIA GIAC Cert Intrusion Analyst GCIA Roadmap Cloud Security Automation GC GIAC Cloud Security Automation GCSA Roadmap Public Cloud Security GPCS GIAC Public Cloud Security GPCS Roadmap Machine Learning Engineer GM GIAC Machine Learning Engineer GMLE Roadmap Databricks Machine Learning Databricks Machine Learning Assoc Roadmap Snowpro Advanced Data Engine Snowflake Snowpro Advanced Data Engineer Roadmap Snowpro Advanced Data Analys Snowflake Snowpro Advanced Data Analyst Roadmap Confluent Apache Kafka Confluent Cert Dev Apache Kafka Roadmap Confluent Apache Kafka Confluent Cert Admin Apache Kafka Roadmap Elastic Analyst Elastic Cert Analyst Roadmap Elastic Observability Engine Elastic Cert Observability Engineer Roadmap Mongodb Data Modeler MongoDB Assoc Data Modeler Roadmap Mongodb Atlas MongoDB Assoc Atlas Admin Roadmap Mongodb MongoDB Pro Dev Roadmap Redis Redis Cert Dev Roadmap Neo4j Neo4j Cert Pro Roadmap Neo4j Graph Data Science Neo4j Graph Data Science Cert Roadmap Tableau Data Analyst Tableau Cert Data Analyst Roadmap Tableau Server Tableau Server Cert Assoc Roadmap Data Analyst PL 300 Microsoft Data Analyst PL 300 Roadmap Functional Consultant PL 200 Microsoft Functional Consultant PL 200 Roadmap App Maker PL 100 Microsoft App Maker PL 100 Roadmap Fundamentals Crm MB 910 Microsoft Foundations Crm MB 910 Roadmap Fundamentals ERP MB 920 Microsoft Foundations ERP MB 920 Roadmap Workday HCM Core Workday HCM Core Roadmap Workday Financials Core Workday Financials Core Roadmap Workday Integration Core Workday Integration Core Roadmap Netsuite Suitefoundation NetSuite Suitefoundation Roadmap Netsuite ERP Consultant NetSuite ERP Consultant Roadmap Appian Appian Cert Assoc Dev Roadmap
Pega System Pega Cert System Arch Roadmap Pega Senior System Pega Cert Senior System Arch Roadmap Uipath UiPath Cert Pro Assoc Roadmap Uipath Advanced RPA UiPath Advanced RPA Dev Roadmap Automation Anywhere Advanced Automation Anywhere Advanced RPA Pro Roadmap Blue Prism Accredited Blue Prism Accredited Dev Roadmap Qlik Sense Business Analyst Qlik Sense Business Analyst Roadmap Qlik Sense Data Qlik Sense Data Arch Roadmap Linux Foundation Prometheus Linux Found Prometheus Cert Assoc Roadmap Grafana Observability Strate Grafana Observability Strategy Roadmap Ibm Cloud IBM Cloud Assoc Eng Roadmap Ibm Cloud IBM Cloud Pro Arch Roadmap Ibm AI IBM AI Eng Pro Roadmap Ibm Data IBM Data Eng Pro Roadmap Google Analytics Google Analytics Cert Roadmap dbt Analytics dbt Analytics Eng Roadmap Apache Airflow Fundamentals Apache Airflow Found Roadmap Kong API Gateway Kong API Gateway Assoc Roadmap Open Policy Agent OPA OPA OPA Assoc Roadmap Snyk Security Practitioner Snyk Security Prac Roadmap Sonarqube Quality Gate Pract Sonar Quality Gate Prac Roadmap Argo CD Gitops Argo CD Gitops Assoc Roadmap Tekton CI CD Practitioner Tekton CI CD Prac Roadmap Kafka Streams Kafka Streams Dev Assoc Roadmap
N10-009 CompTIA Network+ Roadmap SK0-005 CompTIA Server+ Roadmap 200-301 CCNA Cisco CCNA Roadmap EX200 Red Hat RHCSA Roadmap Nomad Associate HashiCorp Nomad Associate Roadmap Boundary Associate HashiCorp Boundary Associate Roadmap GitLab Associate GitLab Certified Associate Roadmap CKA v1.33 Certified Kubernetes Administrator Roadmap Cloudflare Developer Cloudflare Certified Developer Roadmap Dynatrace Associate Dynatrace Associate Roadmap

🐳 DevOps & Kubernetes Tracks

🛡️

Kubernetes & Cloud Native Security

KCSA · Beginner Certification
1Cloud-Native Security & 4Cs
2Cluster Component Security
3Workload Controls & Identity
4Threats, Platform & Supply Chain
5Compliance, Labs & KCSA Readiness
🌀

Professional Scrum Master I

PSM I
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
🧭

Certified Scrum Product Owner

CSPO
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
🚄

SAFe Agilist

SA
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
📐

PRINCE2 Foundation v7

PRINCE2 v7
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
☁️

Certificate of Cloud Security Knowledge

CCSK
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
🎯

eJPTv2 Junior Penetration Tester

eJPTv2
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
🧩

Microsoft 365 Administrator (MS-102)

MS-102
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
☁️

Salesforce Platform Developer I

Platform Developer I
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
🧱

ServiceNow Certified Application Developer

CAD
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
🏗️

AWS Certified Solutions Architect Professional

SAP-C02
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
roadmap-kubernetes-cloud-security-associate.html" class="track-link">Full Roadmap →
📈

Prometheus Certified Associate

PCA · Beginner Certification
1Observability Concepts
2Prometheus Architecture & Data
3PromQL Practice
4Instrumentation & Exporters
5Alerts, Dashboards & PCA Readiness
Full Roadmap →
⛵

Istio Certified Associate

ICA · Intermediate Certification
1Architecture, Install & Upgrade
2Sidecar & Ambient Data Planes
3Traffic Management
4Workload Security
5Troubleshooting & ICA Readiness
Full Roadmap →
🐝

Cilium Certified Associate

CCA · Beginner Certification
1Architecture, IPAM & Routing
2Identity-Based Network Policy
3Service Mesh & Encryption
4Hubble, eBPF & Operations
5Cluster Mesh, BGP & CCA Readiness
Full Roadmap →
📜

Kyverno Certified Associate

KCA · Beginner Certification
1Kyverno & Admission Fundamentals
2Install, Configure & Upgrade
3CLI, Tests & Policy CI
4Validate, Mutate, Generate & Verify
5Reports, Exceptions & KCA Readiness
Full Roadmap →
🦀

Rust Systems & Cloud-Native Engineering

Practical Skill Path · Not a Certification
1Ownership, Types & Error Handling
2Concurrency & Async Services
3APIs, Testing & Observability
4Containers, Orchestration & Security
5Resilience, Delivery & Operations
Full Skill Path →
🐹

Go Cloud-Native Development

Practical Skill Path · Not a Certification
1Go Types, Interfaces & Errors
2Concurrency, Context & Testing
3HTTP, gRPC & Data Boundaries
4Containers, Kubernetes & Security
5Observability, Resilience & Delivery
Full Skill Path →
⚛️

React & Next.js Engineering

Practical Skill Path · Not a Certification
1Components, State & Type Safety
2App Router & Rendering Boundaries
3Data, Caching & Mutations
4Accessibility, Testing & Security
5Performance, Observability & Release
Full Skill Path →
🕸️

GraphQL API Engineering

Practical Skill Path · Not a Certification
1Schema & Operation Semantics
2Resolvers, Pagination & Batching
3Authorization & Resource Controls
4Caching, Telemetry & Evolution
5Federation, Failure & Rollback
Full Skill Path →
📡

Edge & IoT Systems Engineering

Practical Skill Path · Not a Certification
1Device Identity & Provisioning
2MQTT, State & Commands
3Gateways & Offline Operations
4Fleet Updates & Observability
5Recovery, Retirement & Safety
Full Skill Path →
🔒

Kubernetes Security Specialist

CKS
1CKA (required prerequisite)
2Cluster Hardening & RBAC
3Network Policies & OPA/Gatekeeper
4Supply Chain Security (Trivy, Falco)
5Runtime Monitoring & Compliance
6CKS Exam (Performance-based)
Full Roadmap ➜
☸️

Kubernetes & Cloud Native Associate

KCNA
1Kubernetes Fundamentals
2Container Orchestration
3Cloud Native Architecture
4Observability & Delivery
5KCNA Exam
Full Roadmap →
🚀

GitHub Actions & Advanced Security

GH-200 + GHAS
1Workflow Fundamentals
2Custom & Reusable Actions
3CI/CD & Runners
4Code & Secret Scanning (GHAS)
5GH-200 + GHAS Exams
Full Roadmap →
🔗

HashiCorp Consul Associate

Consul 003
1Architecture & Basics
2Service Discovery & Health
3KV Store & Configuration
4Service Mesh (Connect)
5Consul Associate Exam
Full Roadmap →

📋 Microsoft 365 Tracks

📧

Microsoft 365 Fundamentals

MS-900
1Cloud Concepts & SaaS Basics
2Microsoft 365 Core Apps
3Security, Compliance & Identity
4Pricing, Licensing & Support
5MS-900 Exam
Full Roadmap ➜

🔵 GCP Career Tracks

☁️

GCP Cloud Digital Leader

CDL
1Cloud Concepts
2GCP Core Products
3Data & AI Basics
4CDL Exam
Full Roadmap →
⚙️

GCP Associate Cloud Engineer

ACE
1Linux & Networking Basics
2Cloud Digital Leader (CDL)
3Compute (Compute Engine, GKE)
4Storage & Databases
5IAM & Security
6ACE Exam
Full Roadmap →
🏗️

GCP Professional Cloud Architect

PCA
1GCP ACE
2Architecture Patterns
3Networking & Security Design
4Data & Storage Solutions
5Case Studies Practice
6PCA Exam
Full Roadmap →
💻

GCP Professional Cloud Developer

PCD
1Python or Go
2GCP ACE
3Cloud Run & App Engine
4Cloud Functions & Serverless
5Firestore & Pub/Sub
6PCD Exam
Full Roadmap →
🔄

GCP Professional DevOps Engineer

DevOps
1Linux & Git
2GCP ACE
3Cloud Build & CI/CD
4Terraform & IaC
5SRE & Cloud Ops Monitoring
6GCP DevOps Exam
Full Roadmap →
🔒

GCP Professional Security Engineer

Security
1GCP ACE
2Cloud IAM & Identity
3VPC Service Controls
4Security Command Center
5Compliance & Data Protection
6GCP Security Exam
Full Roadmap →
🌐

GCP Professional Network Engineer

Network
1Networking Fundamentals
2GCP ACE
3VPC Design & Peering
4Cloud CDN & Load Balancing
5Cloud Interconnect & Hybrid
6GCP Network Exam
Full Roadmap →
📊

GCP Professional Data Engineer

Data Eng.
1SQL & Python
2GCP ACE
3BigQuery & Analytics
4Dataflow & Apache Beam
5Pub/Sub & Dataproc
6GCP Data Engineer Exam
Full Roadmap →
🤖

GCP Professional ML Engineer

ML Eng.
1Python & ML Basics
2GCP ACE
3Vertex AI Platform
4TensorFlow & Model Training
5ML Pipelines & MLOps
6GCP ML Engineer Exam
Full Roadmap →
🗄️

GCP Professional Database Engineer

DB Eng.
1SQL Fundamentals
2GCP ACE
3Cloud SQL & Cloud Spanner
4Firestore & Bigtable
5Migration & Optimization
6GCP Database Exam
Full Roadmap →
🗂️

GCP Workspace Administrator

Workspace
1IT Admin Fundamentals
2GCP ACE
3Workspace Admin Console
4Security & Compliance
5GCP Workspace Admin Exam
Full Roadmap →

✨ Generative AI & ML Tracks

⚙️

MLOps & LLMOps Engineering

Practical Skill Path · Not a Certification
1Lineage & Reproducibility
2Data Quality & Delivery Contracts
3Serving, Monitoring & Drift
4LLM Evaluation, Tracing & Safety
5Cost, Rollout, Governance & Retirement
Full Skill Path →
🔎

Vector Search & RAG Engineering

Practical Skill Path · Not a Certification
1Embeddings, Chunking & Metadata
2Exact & Approximate Vector Search
3Hybrid Retrieval, Fusion & Reranking
4Citations, Authorization & Safety
5Evaluation, Operations, Latency & Cost
Full Skill Path →
🤖

AWS Machine Learning Engineer

MLA-C02
1Data Preparation for ML
2Model Development & Training
3Deployment & Operationalization
4Monitoring, Security & MLOps
5Generative AI, Agents & LLMOps
6MLA-C02 Readiness
Full Roadmap →
✨

Google Cloud Generative AI Leader

GenAI Leader
1Generative AI Fundamentals
2Google Cloud AI Portfolio
3Business Strategy & Use Cases
4Responsible AI & Governance
5GenAI Leader Exam
Full Roadmap →
🧱

Databricks GenAI Engineer

GenAI Engineer
1Design Applications & Prompts
2Data Prep & Vector Search
3Build & Deploy with Mosaic AI
4Evaluate, Monitor & Govern
5GenAI Engineer Exam
Full Roadmap →
⚡

NVIDIA Generative AI LLMs

NCA-GENL
1Core ML, NLP & Transformers
2Prompt Engineering & Data
3Model Customization & RAG
4Inference Optimization & Deploy
5NCA-GENL Exam
Full Roadmap →

📊 Data, FinOps & Platform Tracks

🗃️

Azure Data Fundamentals

DP-900
1Core Data Concepts
2Relational Data on Azure
3Non-Relational Data on Azure
4Analytics, Streaming & Power BI
5DP-900 Exam Readiness
Full Roadmap →
🛡️

ISC2 Certified in Cybersecurity

ISC2 CC · September 2026 Outline
1Security Principles
2Governance, Risk & Recovery
3Access Control & Network Security
4Security Operations
5ISC2 CC Exam Readiness
Full Roadmap →
🍃

MongoDB Associate Developer

Associate Developer
1Document Modeling
2CRUD & Query Semantics
3Indexes & Aggregation
4Drivers, Transactions & Atlas
5Exam Readiness
Full Roadmap →
☕

Oracle Java SE 21 Developer

1Z0-830
1Language & Object Model
2Collections, Generics & Streams
3Concurrency, I/O & Virtual Threads
4Modules, Services & JDBC
51Z0-830 Readiness
Full Roadmap →
📋

Project Management Professional

PMP 2026
1People & Leadership
2Predictive Process
3Agile & Hybrid Delivery
4Business Environment & Value
5PMP 2026 Exam Readiness
Full Roadmap →
📘

Certified Associate in Project Management

CAPM
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
🔁

PMI Agile Certified Practitioner

PMI-ACP
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
🛡️

CompTIA SecurityX

CAS-005
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
📊

CompTIA Data+

DA0-002
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
🤖

CompTIA DataAI

DY0-001
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
⚙️

Cisco Certified DevNet Associate

200-901 DEVASC
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
🔐

Cisco Security Core Technologies

350-701 SCOR
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
🔥

Palo Alto Networks Certified Network Security Engineer

PCNSE
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
✅

ISTQB Certified Tester Foundation Level

CTFL v4
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
💰

FinOps Certified Practitioner

FOCP
1Objective baseline
2Domain study
3Hands-on labs
4Timed practice
5Exam readiness
Full Roadmap →
💻

Microsoft Endpoint Administrator

MD-102
1Endpoint Deployment
2Identity & Compliance
3Applications & Updates
4Security & Monitoring
5MD-102 Exam Readiness
Full Roadmap →
🔐

Information Security Administrator

SC-401
1Purview Foundations
2Information Protection
3Data Loss Prevention
4Risk & Compliance Operations
5SC-401 Exam Readiness
Full Roadmap →
🛡️

CompTIA Cybersecurity Analyst+ V4

CS0-004
1Security Operations
2Threat Detection
3Vulnerability Management
4Incident Response & Reporting
5CS0-004 Exam Readiness
Full Roadmap →
🎯

CompTIA PenTest+ V3

PT0-003
1Engagement Planning
2Reconnaissance
3Discovery & Exploitation
4Reporting & Remediation
5PT0-003 Exam Readiness
Full Roadmap →
🎩

Red Hat OpenShift Administrator

EX280
1OpenShift Foundations
2Applications & Workloads
3Identity, Network & Security
4Templates, Operators & Recovery
5EX280 Performance Readiness
Full Roadmap →
🎪

Certified Backstage Associate

CBA
1Backstage Architecture
2Software Catalog
3Templates & TechDocs
4Plugins, Permissions & Operations
5CBA Exam Readiness
Full Roadmap →
📊

Databricks Data Analyst

Data Analyst Associate
1Lakehouse & SQL Foundations
2Querying & Data Modeling
3Dashboards & Visualization
4Sharing, Governance & Performance
5Associate Exam Readiness
Full Roadmap →
☁️

Salesforce Platform Administrator

Platform Administrator
1Organization & Users
2Data & Security
3Sales, Service & Collaboration
4Automation & Analytics
5Administrator Exam Readiness
Full Roadmap →
🔄

Certified GitOps Associate

CGOA
1GitOps Principles
2Declarative Configuration
3Reconciliation & Delivery
4Security, Observability & Operations
5CGOA Exam Readiness
Full Roadmap →
⛵

Certified Argo Project Associate

CAPA
1Argo Project Foundations
2Argo CD
3Workflows & Events
4Rollouts, Security & Troubleshooting
5CAPA Exam Readiness
Full Roadmap →
☸️

Cloud Native Platform Engineer

CNPE
1Platform Engineering Foundations
2Kubernetes Platform Architecture
3Delivery & Developer Experience
4Security, Reliability & Observability
5CNPE Exam Readiness
Full Roadmap →
🔭

OpenTelemetry Certified Associate

OTCA
1Observability & Telemetry Signals
2Instrumentation & Context
3OTLP & Collector Pipelines
4Operations & Troubleshooting
5OTCA Exam Readiness
Full Roadmap →
🐧

Linux System Administrator

LFCS
1Commands, Files & Users
2Services & Process Operations
3Networking & Security
4Storage & Troubleshooting
5LFCS Exam Readiness
Full Roadmap →
📊

Google Cloud Data Practitioner

Associate Data Practitioner
1Data Foundations & Ingestion
2Storage & Transformation
3BigQuery Analytics
4Governance & Operations
5Exam Readiness
Full Roadmap →
🧱

Databricks Machine Learning

ML Professional
1Data & Feature Engineering
2Distributed Model Development
3MLflow Lifecycle Management
4Deployment, Monitoring & Governance
5Professional Exam Readiness
Full Roadmap →
❄️

SnowPro Advanced Data Engineer

DEA-C02
1Data Movement & Storage
2Transformation & Snowpark
3Pipelines & Orchestration
4Performance, Security & Governance
5DEA-C02 Exam Readiness
Full Roadmap →
🌐

Cisco Enterprise Network Core

350-401 ENCOR
1Enterprise Architecture
2Virtualization & Infrastructure
3Network Assurance
4Security & Automation
5ENCOR Exam Readiness
Full Roadmap →
⚙️

Cisco Network Automation

350-901 AUTOCOR
1Software Development Foundations
2APIs & Cisco Platforms
3Infrastructure Automation
4Observability & Security
5AUTOCOR Exam Readiness
Full Roadmap →
📊

Data Quality & Analytics Observability

Practical Skill Path · Not a Certification
1Data Contracts & Ownership
2Quality Dimensions & Validation
3Lineage, Freshness & Telemetry
4SLOs, Alerts & Incident Response
5Trust, Governance & Improvement
Full Skill Path →
📨

Kafka Streaming Engineering

Practical Skill Path · Not a Certification
1Records, Keys & Topic Contracts
2Reliable Producers & Consumers
3Schemas & Stateful Processing
4Security, Telemetry & Replay
5Failover, Recovery & Cost
Full Skill Path →
🐘

PostgreSQL Database Engineering

Practical Skill Path · Not a Certification
1SQL, Schema & Transactions
2Roles, TLS & Row Security
3WAL, Backup, PITR & Replication
4Plans, Indexes & Maintenance
5HA, Observability & Vector Workloads
Full Skill Path →
☸️

Cloud-Native Platform Engineering

Practical Skill Path · Not a Certification
1Platform Product & User Discovery
2Kubernetes Architecture & Tenancy
3Golden Paths & Self-Service APIs
4Security, Policy & GitOps
5SLOs, Adoption, Economics & Recovery
Full Skill Path →
EVAL

AI Evaluation & Observability

Practical Skill Path - Not a Certification
1Evaluation Contracts & Ground Truth
2Retrieval, Answers & Safety
3Tracing, SLOs & Quality Probes
4Canary, Rollback & Incidents
5Portfolio Evidence
Full Skill Path →
🔌

Agentic AI & MCP Engineering

Practical Skill Path · Not a Certification
1Agent Architecture Foundations
2MCP Tools & Resources
3Context, Memory & RAG
4Secure Tools & Approval
5Evaluation, Tracing & Reliability
Full Skill Path →
🐍

Python Automation Engineering

Practical Skill Path · Not a Certification
1Files, Data & Idempotency
2Reliable CLI Design
3HTTP & Browser Automation
4Testing, Typing & Packaging
5Secure CI & Observability
Full Skill Path →
🔭

OpenTelemetry Observability

Practical Skill Path · Not a Certification
1Signals & Instrumentation
2Context Propagation
3Collector Pipelines
4Kubernetes & Sampling
5SLOs, Privacy & Troubleshooting
Full Skill Path →
🔄

GitOps with Argo CD & Flux

Practical Skill Path · Not a Certification
1OpenGitOps Principles
2Kubernetes Configuration
3Argo CD & Flux Reconciliation
4Secure Promotion & Policy
5Progressive Delivery & Recovery
Full Skill Path →
🔐

Software Supply-Chain Security

Practical Skill Path · Not a Certification
1Dependency Trust & Inventory
2SBOMs & Artifact Signing
3SLSA Provenance & Hardened CI
4Deployment Verification & Policy
5Governance & Incident Response
Full Skill Path →
📊

AWS Data Engineer Associate

DEA-C01
1Ingestion & Transformation
2Orchestration & Reliability
3Stores, Catalogs & Models
4Operations, Quality & Governance
5DEA-C01 Exam Readiness
Full Roadmap →
❄️

Snowflake SnowPro Core

COF-C02
1Snowflake Architecture
2Access & Security (RBAC)
3Data Loading & Unloading
4Performance & Cost Optimization
5SnowPro Core Exam
Full Roadmap →
💰

FinOps Certified Practitioner

FOCP
1FinOps Principles & Personas
2The FinOps Framework
3Inform & Optimize Phases
4Operate & Unit Economics
5FOCP Exam
Full Roadmap →