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Databricks Implementation
A ready-to-use Databricks implementation project template with predefined phases, tasks, milestones, and effort estimates to plan, deploy, ingest data, build pipelines, and launch analytics and machine learning workloads at scale.
Published February 14, 2026 by Kriyastream
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Duration
3 months
Effort
3049h
Phases
13
Tasks
286
Staffing
AI and Machine Learning Solutions
AI Solutions Architect16h
Data Engineer274h
Data Scientist67h
Machine Learning Engineer98h
Cloud Computing
Application Integration Specialist78h
Cloud Architect46h
Cloud Engineer48h
Cloud Solutions Architect3h
DevOps Engineer46h
Site Reliability Engineer58h
Cybersecurity
Compliance Specialist35h
Identity and Access Management Specialist11h
Information Security Consultant28h
Database Management
Data Analyst133h
Data Architect34h
Database Administrator54h
Database Developer106h
Database Manager11h
IT Consulting
Active Directory Specialist12h
Business Analyst111h
Digital Transformation Consultant16h
IT Consultant257h
IT Project Manager30h
Information Security Consultant66h
Network Engineer60h
Systems Administrator190h
Technical Writer115h
Technology Solutions Architect635h
Training Specialist75h
Software Development
Back-end Developer12h
Business Analyst147h
Front-end Developer9h
Integration Specialist73h
Performance Engineer15h
Software Architect44h
Software Engineer24h
Test Automation Engineer12h
Work Breakdown Structure
| Phase/Task | Estimate | Assign To |
|---|---|---|
Planning & Discovery2w Phase 1: Comprehensive planning and discovery including stakeholder interviews, requirements gathering, infrastructure assessment, and implementation roadmap creation | ||
Conduct stakeholder interviews2d Interview business and technical stakeholders to gather requirements and understand expectations | ||
Identify key decision makers2d Identify and document key decision makers for the project | 2h | IT Consulting - IT Project Manager |
Document stakeholder requirements2d Document all requirements gathered from stakeholder interviews | 6h | IT Consulting - Business Analyst |
Interview business stakeholders2d Conduct interviews with business stakeholders to understand requirements and expectations | 8h | IT Consulting - Business Analyst |
Interview technical stakeholders2d Conduct interviews with technical stakeholders to understand technical requirements and constraints | 6h | IT Consulting - Technology Solutions Architect IT Consulting - IT Project Manager |
Gather business requirements1d Document business objectives, success metrics, use cases, and reporting requirements | ||
Define success metrics and KPIs1d Define success metrics and key performance indicators for the project | 6h | IT Consulting - Business Analyst |
Document reporting requirements1d Document all reporting requirements for the implementation | 11h | Database Management - Data Analyst |
Identify use cases and scenarios1d Identify and document use cases and scenarios for the Databricks implementation | 6h | IT Consulting - Business Analyst |
Document business objectives1d Document the business objectives for the Databricks implementation | 6h | IT Consulting - Business Analyst |
Assess current data infrastructure2d Inventory data sources, analyze data volumes and quality, map data lineage, and assess existing ETL processes | ||
Map data lineage and dependencies2d Map data lineage and identify dependencies between data sources | 9h | Cloud Computing - Cloud Architect |
Assess current ETL/ELT processes2d Assess existing ETL/ELT processes and identify areas for improvement | 18h | Software Development - Integration Specialist |
Analyze data quality and completeness2d Analyze the quality and completeness of existing data sources | 16h | Software Development - Business Analyst |
Inventory existing data sources2d Create inventory of all existing data sources that need to be integrated | 13h | Software Development - Business Analyst Cloud Computing - Cloud Engineer |
Document data volumes and growth rates2d Document current data volumes and projected growth rates for each data source | 11h | Software Development - Business Analyst Cloud Computing - Cloud Engineer |
Document existing data warehouse architecture2d Document the existing data warehouse architecture and components | 14h | Software Development - Software Architect |
Identify integration requirements1d Map source system integrations, document API requirements, identify real-time vs batch needs, and document data synchronization requirements | ||
Document API requirements1d Document API requirements for system integrations | 8h | Software Development - Integration Specialist |
Map source system integrations1d Map all source systems that need to be integrated with Databricks | 11h | Software Development - Integration Specialist |
Identify real-time vs batch requirements1d Identify which data sources require real-time vs batch processing | 3h | Cloud Computing - Cloud Solutions Architect Software Development - Business Analyst |
Document data synchronization needs1d Document data synchronization requirements between systems | 8h | Software Development - Integration Specialist |
Create implementation roadmap2d Define project phases and milestones, estimate resource requirements, create detailed timeline, define risk mitigation strategies, and establish governance framework | ||
Create detailed project timeline2d Create detailed timeline with dependencies and critical path | 18h | Software Development - Business Analyst |
Establish governance framework2d Establish governance framework for the project including roles and responsibilities | 16h | Software Development - Business Analyst IT Consulting - Digital Transformation Consultant |
Define risk mitigation strategies2d Identify risks and define mitigation strategies for the project | 14h | Software Development - Business Analyst IT Consulting - Information Security Consultant |
Define project phases and milestones2d Define all project phases and key milestones | 6h | IT Consulting - IT Project Manager Software Development - Business Analyst |
Estimate resource requirements2d Estimate resource requirements for each phase of the project | 16h | Software Development - Business Analyst IT Consulting - IT Project Manager |
Architecture & Design3w Phase 2: Design data architecture, data models, pipeline architecture, security architecture, and technical specifications | ||
Design data architecture4d Design medallion architecture (Bronze/Silver/Gold), data lakehouse structure, Delta Lake schema, partitioning strategy, and data retention policies | ||
Design data retention policies4d Design data retention policies for different data types | 11h | IT Consulting - Technology Solutions Architect IT Consulting - Business Analyst |
Design data partitioning strategy4d Design data partitioning strategy for optimal performance | 14h | IT Consulting - Technology Solutions Architect |
Design data lakehouse structure4d Design the overall data lakehouse structure and organization | 21h | IT Consulting - Technology Solutions Architect |
Design medallion architecture (Bronze/Silver/Gold)4d Design the medallion architecture with Bronze, Silver, and Gold layers | 28h | IT Consulting - Technology Solutions Architect |
Design Delta Lake schema4d Design the Delta Lake schema structure and organization | 21h | IT Consulting - Technology Solutions Architect |
Design data models2d Create dimensional models, design fact and dimension tables, aggregate tables, and entity relationship diagrams | ||
Design aggregate tables2d Design aggregate tables for pre-computed summaries | 11h | IT Consulting - Technology Solutions Architect |
Design fact tables2d Design fact tables for transactional and analytical data | 14h | IT Consulting - Technology Solutions Architect |
Create dimensional models2d Create dimensional data models for analytics | 21h | IT Consulting - Technology Solutions Architect |
Design dimension tables2d Design dimension tables for descriptive attributes | 9h | IT Consulting - Technology Solutions Architect |
Create entity relationship diagrams2d Create entity relationship diagrams for all data models | 9h | IT Consulting - Business Analyst IT Consulting - Technology Solutions Architect |
Design data pipeline architecture3d Design batch and streaming pipeline architecture, data quality framework, error handling, and data orchestration patterns | ||
Design data orchestration patterns3d Design data orchestration patterns for workflow management | 17h | IT Consulting - Technology Solutions Architect |
Design data quality framework3d Design comprehensive data quality framework and rules | 17h | IT Consulting - Business Analyst IT Consulting - Technology Solutions Architect |
Design streaming pipeline architecture3d Design real-time streaming pipeline architecture | 21h | IT Consulting - Technology Solutions Architect |
Design batch processing workflows3d Design batch data processing workflows and schedules | 17h | IT Consulting - Technology Solutions Architect |
Design error handling and retry logic3d Design error handling and retry logic for data pipelines | 14h | IT Consulting - Technology Solutions Architect |
Design security architecture2d Design access control model, network security architecture, encryption strategy, and audit and compliance framework | ||
Design encryption strategy2d Design encryption strategy for data at rest and in transit | 11h | IT Consulting - Information Security Consultant |
Design audit and compliance framework2d Design audit logging and compliance framework | 11h | IT Consulting - Information Security Consultant |
Design access control model2d Design access control model for data and resources | 10h | IT Consulting - Technology Solutions Architect |
Design network security architecture2d Design network security architecture including VPC and firewall rules | 14h | IT Consulting - Network Engineer |
Create technical specifications3d Document architecture decisions, create data flow diagrams, document integration patterns, and create deployment architecture diagrams | ||
Create data flow diagrams3d Create data flow diagrams showing data movement and transformations | 14h | IT Consulting - Technology Solutions Architect |
Document architecture decisions3d Document all key architecture decisions and rationale | 12h | IT Consulting - Technical Writer IT Consulting - Technology Solutions Architect |
Create deployment architecture diagrams3d Create deployment architecture diagrams for all environments | 21h | IT Consulting - Technology Solutions Architect |
Document integration patterns3d Document integration patterns for external systems | 14h | IT Consulting - Technology Solutions Architect IT Consulting - Technical Writer |
Environment Setup & Configuration3w Phase 3: Set up Databricks workspace, configure user access, compute resources, Unity Catalog, storage infrastructure, and development environments | ||
Set up Databricks workspace2d Create workspace in cloud provider, configure regions and availability zones, workspace settings, and networking | ||
Set up workspace networking2d Set up workspace networking including VPC configuration and network security | 14h | IT Consulting - Network Engineer |
Configure workspace regions and availability zones2d Configure workspace regions and availability zones for high availability | 7h | IT Consulting - Network Engineer |
Create workspace in cloud provider2d Create Databricks workspace in the selected cloud provider (AWS, Azure, or GCP) | 11h | IT Consulting - IT Project Manager |
Configure workspace settings and preferences2d Configure workspace settings, preferences, and default configurations | 6h | IT Consulting - IT Consultant |
Configure user access and permissions3d Create user groups and roles, configure workspace-level permissions, set up SSO, configure user workspace access, and set up service principals | ||
Set up service principals3d Set up service principals for automated access and integrations | 6h | IT Consulting - Systems Administrator |
Set up single sign-on (SSO)3d Configure single sign-on integration with identity provider | 12h | IT Consulting - Active Directory Specialist |
Create user groups and roles3d Create user groups and define roles for access control | 8h | IT Consulting - IT Consultant |
Configure user workspace access3d Configure individual user workspace access and permissions | 8h | IT Consulting - Systems Administrator |
Configure workspace-level permissions3d Configure workspace-level permissions for users and groups | 8h | IT Consulting - IT Consultant |
Configure compute resources3d Create cluster configurations, configure cluster policies, set up job clusters, configure autoscaling, set up instance pools, and configure cluster tags | ||
Set up job clusters3d Set up job clusters for scheduled and automated workloads | 14h | AI and Machine Learning Solutions - Data Engineer |
Set up instance pools3d Set up instance pools for faster cluster startup times | 8h | IT Consulting - Systems Administrator |
Configure autoscaling policies3d Configure autoscaling policies for dynamic resource allocation | 8h | IT Consulting - Technology Solutions Architect |
Create cluster configurations3d Create and configure cluster configurations for different workloads | 14h | IT Consulting - Systems Administrator IT Consulting - Technology Solutions Architect |
Configure cluster tags and metadata3d Configure cluster tags and metadata for cost tracking and organization | 4h | IT Consulting - Systems Administrator |
Configure cluster policies3d Configure cluster policies to enforce resource limits and configurations | 8h | IT Consulting - Technology Solutions Architect |
Set up Unity Catalog3d Configure Unity Catalog metastore, set up external storage connections, configure catalogs and schemas, set up data access controls, and configure data sharing | ||
Configure data sharing and external locations3d Configure data sharing capabilities and external location access | 8h | IT Consulting - IT Consultant |
Configure catalogs and schemas3d Configure Unity Catalog catalogs and schemas for data organization | 11h | IT Consulting - Technology Solutions Architect |
Set up external storage connections3d Set up connections to external storage systems | 8h | IT Consulting - Systems Administrator |
Set up data access controls3d Set up data access controls and permissions in Unity Catalog | 12h | IT Consulting - Information Security Consultant AI and Machine Learning Solutions - Machine Learning Engineer |
Configure Unity Catalog metastore3d Configure Unity Catalog metastore for centralized metadata management | 14h | IT Consulting - Technology Solutions Architect |
Set up storage infrastructure2d Configure cloud storage buckets, set up mount points, configure storage access credentials, and set up Delta Lake storage paths | ||
Set up mount points2d Set up mount points for accessing cloud storage | 4h | IT Consulting - Systems Administrator |
Configure cloud storage buckets2d Configure cloud storage buckets for data storage | 6h | IT Consulting - Systems Administrator |
Set up Delta Lake storage paths2d Set up storage paths for Delta Lake tables | 8h | IT Consulting - Technology Solutions Architect |
Configure storage access credentials2d Configure storage access credentials and authentication | 5h | IT Consulting - Systems Administrator |
Configure development environments2d Set up development and staging workspaces, configure environment-specific settings, and set up version control integration | ||
Set up staging workspace2d Set up staging workspace for testing and validation | 6h | IT Consulting - Systems Administrator |
Set up version control integration2d Set up version control integration for code and notebooks | 8h | Cloud Computing - DevOps Engineer |
Set up development workspace2d Set up development workspace for development activities | 6h | IT Consulting - Systems Administrator |
Configure environment-specific settings2d Configure environment-specific settings for each workspace | 7h | IT Consulting - Systems Administrator |
Data Ingestion & Integration2w Phase 4: Set up data connectors, implement batch and streaming ingestion pipelines, and establish data lakehouse foundation | ||
Set up data connectors2d Configure database connectors (JDBC/ODBC), cloud storage connectors, streaming connectors (Kafka, Event Hubs), API connectors, test connectivity, and document configurations | ||
Configure streaming connectors (Kafka, Event Hubs)2d Configure streaming connectors for Kafka and Event Hubs | 10h | IT Consulting - Systems Administrator |
Test connection connectivity2d Test connectivity for all configured data connectors | 7h | IT Consulting - IT Consultant |
Configure API connectors2d Configure API connectors for REST API data sources | 7h | IT Consulting - IT Consultant |
Configure database connectors (JDBC/ODBC)2d Configure JDBC and ODBC connectors for database connections | 7h | IT Consulting - IT Consultant |
Document connection configurations2d Document all connection configurations for future reference | 8h | IT Consulting - Technical Writer |
Configure cloud storage connectors2d Configure connectors for cloud storage systems (S3, ADLS, GCS) | 6h | IT Consulting - Systems Administrator |
Implement batch ingestion pipelines3d Design batch ingestion workflows, develop full and incremental load jobs, implement CDC, error handling, data validation, and monitoring | ||
Create ingestion monitoring and alerts3d Create monitoring dashboards and alerts for ingestion jobs | 10h | IT Consulting - IT Consultant |
Develop incremental load ingestion jobs3d Develop jobs for incremental data load ingestion | 14h | IT Consulting - Systems Administrator |
Implement change data capture (CDC)3d Implement change data capture for real-time data synchronization | 14h | IT Consulting - Systems Administrator |
Develop full load ingestion jobs3d Develop jobs for full data load ingestion | 14h | IT Consulting - Systems Administrator |
Implement error handling and retry logic3d Implement error handling and retry logic for ingestion jobs | 14h | IT Consulting - Technology Solutions Architect |
Design batch ingestion workflows3d Design batch ingestion workflows and schedules | 11h | IT Consulting - Technology Solutions Architect |
Implement data validation checks3d Implement data validation checks during ingestion | 11h | IT Consulting - IT Consultant |
Implement streaming ingestion3d Design streaming architecture, develop structured streaming pipelines, configure streaming sources, implement stream processing, configure checkpointing, and implement stream monitoring | ||
Design streaming architecture3d Design real-time streaming architecture and patterns | 6h | Software Development - Integration Specialist AI and Machine Learning Solutions - Data Engineer +1 more |
Develop structured streaming pipelines3d Develop structured streaming pipelines for real-time processing | 42h | AI and Machine Learning Solutions - Data Engineer |
Configure streaming sources3d Configure streaming data sources (Kafka, Event Hubs, etc.) | 10h | IT Consulting - Systems Administrator |
Configure checkpointing and recovery3d Configure checkpointing and recovery mechanisms for streaming | 8h | IT Consulting - Systems Administrator |
Implement stream processing logic3d Implement stream processing logic and transformations | 17h | IT Consulting - Technology Solutions Architect |
Implement stream monitoring3d Implement monitoring and alerting for streaming pipelines | 10h | IT Consulting - Systems Administrator |
Set up data lakehouse foundation2d Initialize Delta Lake tables, configure Delta Lake settings, and set up Bronze, Silver, and Gold layer structures | ||
Initialize Delta Lake tables2d Initialize Delta Lake tables for data storage | 6h | IT Consulting - Systems Administrator |
Set up Silver layer structure2d Set up Silver layer structure for cleaned and validated data | 14h | IT Consulting - Technology Solutions Architect |
Set up Gold layer structure2d Set up Gold layer structure for aggregated and business-ready data | 14h | IT Consulting - Technology Solutions Architect |
Set up Bronze layer structure2d Set up Bronze layer structure for raw data ingestion | 3h | Software Development - Integration Specialist Software Development - Software Engineer +1 more |
Configure Delta Lake settings2d Configure Delta Lake settings and optimizations | 11h | IT Consulting - Technology Solutions Architect |
Data Transformation & Processing2w Phase 5: Develop data transformation pipelines, implement data quality framework, optimize data processing, and implement data lineage tracking | ||
Develop data transformation pipelines3d Build ETL/ELT workflows, implement data cleansing, standardization, enrichment, aggregation, deduplication, and type conversions | ||
Implement data enrichment3d Implement data enrichment to add additional context and attributes | 11h | IT Consulting - IT Consultant |
Implement data type conversions3d Implement data type conversions for consistent data types | 11h | IT Consulting - IT Consultant |
Implement data deduplication3d Implement data deduplication logic to remove duplicate records | 11h | IT Consulting - IT Consultant |
Create data aggregation jobs3d Create data aggregation jobs for summary and analytical data | 14h | IT Consulting - Technology Solutions Architect |
Build ETL/ELT workflows3d Build ETL/ELT workflows for data transformation | 14h | IT Consulting - Technology Solutions Architect |
Implement data standardization3d Implement data standardization to ensure consistent formats | 14h | IT Consulting - IT Consultant |
Implement data cleansing logic3d Implement data cleansing logic to remove duplicates and fix errors | 14h | IT Consulting - IT Consultant |
Implement data quality framework3d Define data quality rules, implement validation checks, implement data profiling, create quality dashboards, implement alerts, and set up monitoring | ||
Set up data quality monitoring3d Set up continuous data quality monitoring | 4h | Database Management - Data Analyst |
Create data quality dashboards3d Create dashboards to visualize data quality metrics | 11h | IT Consulting - IT Consultant |
Implement data quality alerts3d Implement alerts for data quality issues and violations | 11h | IT Consulting - IT Consultant |
Implement data validation checks3d Implement automated data validation checks | 11h | IT Consulting - IT Consultant |
Define data quality rules3d Define comprehensive data quality rules and standards | 11h | IT Consulting - Business Analyst |
Implement data profiling3d Implement data profiling to analyze data characteristics | 11h | IT Consulting - IT Consultant |
Optimize data processing2d Implement partitioning strategies, Z-ordering, optimize query performance, configure caching, implement predicate pushdown, optimize joins, and implement incremental processing | ||
Optimize query performance2d Optimize query performance through indexing and caching | 11h | IT Consulting - Technology Solutions Architect |
Optimize join operations2d Optimize join operations for better performance | 11h | IT Consulting - Technology Solutions Architect |
Implement Z-ordering2d Implement Z-ordering for optimized data layout | 8h | IT Consulting - Technology Solutions Architect |
Configure caching policies2d Configure caching policies for frequently accessed data | 8h | IT Consulting - Technology Solutions Architect |
Implement partitioning strategies2d Implement data partitioning strategies for performance optimization | 11h | IT Consulting - Technology Solutions Architect |
Implement predicate pushdown2d Implement predicate pushdown for query optimization | 8h | IT Consulting - Technology Solutions Architect |
Implement incremental processing2d Implement incremental processing to reduce processing time | 10h | IT Consulting - Technology Solutions Architect |
Implement data lineage tracking2d Configure data lineage capture, set up lineage visualization, and document data dependencies | 11h | IT Consulting - Technology Solutions Architect |
Document data dependencies2d Document data dependencies and relationships | 8h | IT Consulting - Technical Writer |
Set up lineage visualization2d Set up data lineage visualization tools | 3h | Software Development - Business Analyst AI and Machine Learning Solutions - Data Engineer |
Configure data lineage capture2d Configure automated data lineage capture | 14h | IT Consulting - Technology Solutions Architect |
Analytics & BI Setup2w Phase 6: Set up SQL analytics, create queries and views, build dashboards and reports, and integrate with BI tools | ||
Set up SQL analytics2d Create SQL warehouses, configure warehouse sizing and scaling, configure query optimization settings, set up query monitoring, and configure query result caching | ||
Configure query optimization settings2d Configure query optimization settings for SQL warehouses | 6h | Software Development - Performance Engineer |
Set up query monitoring2d Set up query monitoring and performance tracking | 11h | Database Management - Database Manager |
Configure query result caching2d Configure query result caching for improved performance | 8h | Database Management - Database Developer |
Create SQL warehouses2d Create SQL warehouses for analytical queries | 11h | Database Management - Database Administrator |
Configure warehouse sizing and scaling2d Configure SQL warehouse sizing and auto-scaling | 8h | Database Management - Database Administrator |
Configure query optimization settings2d Configure query optimization settings for SQL warehouses | 12h | Database Management - Database Developer |
Create SQL queries and views3d Develop analytical queries, create materialized views, create user-defined functions, and optimize query performance | ||
Create materialized views3d Create materialized views for pre-computed query results | 11h | Database Management - Database Developer |
Optimize query performance3d Optimize SQL query performance through tuning and indexing | 14h | Database Management - Database Developer |
Develop analytical queries3d Develop analytical SQL queries for business reporting | 21h | Database Management - Data Analyst |
Create user-defined functions3d Create user-defined functions for reusable query logic | 11h | Database Management - Database Developer |
Create dashboards and reports2d Design dashboard layouts, build interactive dashboards, create scheduled reports, implement dashboard sharing, create executive and operational dashboards | ||
Create scheduled reports2d Create scheduled reports for regular distribution | 7h | Database Management - Data Analyst |
Design dashboard layouts2d Design dashboard layouts and visualizations | 10h | Database Management - Data Analyst |
Build interactive dashboards2d Build interactive dashboards with drill-down capabilities | 14h | Database Management - Data Analyst |
Create operational dashboards2d Create operational dashboards for day-to-day monitoring | 9h | Software Development - Front-end Developer AI and Machine Learning Solutions - Data Engineer +1 more |
Create executive dashboards2d Create executive-level dashboards with high-level KPIs | 14h | Database Management - Data Analyst |
Implement dashboard sharing2d Implement dashboard sharing and collaboration features | 4h | Database Management - Data Analyst |
Integrate with BI tools2d Configure Tableau, Power BI, and Looker integrations, set up data exports, test BI tool integrations, and create connection guides | ||
Test BI tool integrations2d Test all BI tool integrations for functionality | 8h | Database Management - Data Analyst |
Set up data exports2d Set up data export capabilities for BI tools | 6h | AI and Machine Learning Solutions - Data Engineer Software Development - Integration Specialist |
Configure Power BI integration2d Configure Power BI integration with Databricks | 8h | IT Consulting - IT Consultant |
Create BI tool connection guides2d Create connection guides for each BI tool | 8h | IT Consulting - Technical Writer |
Configure Looker integration2d Configure Looker integration with Databricks | 8h | IT Consulting - IT Consultant |
Configure Tableau integration2d Configure Tableau integration with Databricks | 8h | IT Consulting - IT Consultant |
Machine Learning & AI1w Phase 7: Set up ML environment, develop and train ML models, and deploy ML models for production use | ||
Set up ML environment2d Configure ML runtime, set up MLflow tracking, configure model registry, and set up feature store | ||
Set up feature store2d Set up feature store for ML feature management | 6h | AI and Machine Learning Solutions - Machine Learning Engineer AI and Machine Learning Solutions - Data Engineer |
Set up MLflow tracking2d Set up MLflow for experiment tracking and model management | 8h | AI and Machine Learning Solutions - Data Engineer |
Configure ML runtime2d Configure ML runtime environment for model training | 6h | AI and Machine Learning Solutions - Machine Learning Engineer Software Development - Integration Specialist +1 more |
Configure model registry2d Configure MLflow model registry for version control | 6h | AI and Machine Learning Solutions - Machine Learning Engineer AI and Machine Learning Solutions - Data Engineer |
Develop ML models2d Prepare training datasets, develop and train models, evaluate model performance, and register models in MLflow | ||
Prepare training datasets2d Prepare and preprocess training datasets for ML models | 14h | AI and Machine Learning Solutions - Data Engineer |
Evaluate model performance2d Evaluate model performance using validation datasets | 14h | AI and Machine Learning Solutions - Data Scientist |
Register models in MLflow2d Register trained models in MLflow model registry | 7h | AI and Machine Learning Solutions - Machine Learning Engineer |
Develop and train models2d Develop and train ML models using various algorithms | 42h | AI and Machine Learning Solutions - Data Scientist |
Deploy ML models2d Create model serving endpoints, implement batch inference jobs, implement real-time inference, and monitor model performance | ||
Implement batch inference jobs2d Implement batch inference jobs for large-scale predictions | 16h | AI and Machine Learning Solutions - Machine Learning Engineer |
Monitor model performance2d Set up monitoring for model performance in production | 11h | AI and Machine Learning Solutions - Data Scientist |
Implement real-time inference2d Implement real-time inference capabilities | 24h | AI and Machine Learning Solutions - Machine Learning Engineer |
Create model serving endpoints2d Create model serving endpoints for real-time inference | 9h | AI and Machine Learning Solutions - Machine Learning Engineer Software Development - Back-end Developer |
Security & Governance1w Phase 8: Implement security controls, set up data governance, and establish compliance policies | ||
Implement security controls2d Configure network security (VPC, firewall rules), set up encryption at rest and in transit, implement row-level and column-level security, and configure IP access lists | ||
Implement row-level security2d Implement row-level security for data access control | 12h | Database Management - Database Administrator |
Set up encryption at rest2d Set up encryption at rest for data storage | 8h | Cybersecurity - Information Security Consultant IT Consulting - Network Engineer +1 more |
Configure network security (VPC, firewall rules)2d Configure network security including VPC and firewall rules | 16h | Cloud Computing - Cloud Engineer IT Consulting - Network Engineer |
Set up encryption in transit2d Set up encryption in transit for data transmission | 8h | Cybersecurity - Information Security Consultant IT Consulting - Information Security Consultant |
Implement column-level security2d Implement column-level security for sensitive data protection | 12h | Database Management - Database Administrator |
Configure IP access lists2d Configure IP access lists for network-level access control | 8h | IT Consulting - Information Security Consultant Cloud Computing - Cloud Engineer |
Set up data governance2d Configure data cataloging, implement data classification, set up data quality monitoring, configure data retention policies, and implement data masking | ||
Implement data masking2d Implement data masking for sensitive data protection | 11h | Database Management - Database Administrator |
Implement data classification2d Implement data classification for sensitivity levels | 11h | Database Management - Data Analyst |
Set up data quality monitoring2d Set up continuous data quality monitoring | 12h | AI and Machine Learning Solutions - Data Engineer Database Management - Data Analyst |
Configure data cataloging2d Configure data cataloging for metadata management | 11h | Database Management - Data Architect |
Configure data retention policies2d Configure data retention policies for compliance | 8h | Cybersecurity - Compliance Specialist |
Establish compliance policies2d Document compliance requirements, implement GDPR compliance, implement audit logging, create compliance reports, and set up compliance monitoring | ||
Create compliance reports2d Create automated compliance reports | 8h | Cybersecurity - Compliance Specialist |
Set up compliance monitoring2d Set up continuous compliance monitoring | 12h | Cybersecurity - Compliance Specialist |
Document compliance requirements2d Document all compliance requirements and standards | 7h | Cybersecurity - Compliance Specialist |
Implement audit logging2d Implement comprehensive audit logging for all activities | 11h | Cloud Computing - DevOps Engineer |
Integration & APIs1w Phase 9: Develop REST APIs, integrate with external systems, and set up data synchronization | ||
Develop REST APIs2d Design API architecture, develop API endpoints, implement API authentication, and create API documentation | ||
Design API architecture2d Design REST API architecture and endpoints | 6h | Software Development - Business Analyst Software Development - Software Engineer +1 more |
Implement API authentication2d Implement API authentication and authorization | 11h | Cybersecurity - Identity and Access Management Specialist |
Develop API endpoints2d Develop REST API endpoints for data access | 21h | Cloud Computing - Application Integration Specialist |
Create API documentation2d Create comprehensive API documentation | 6h | Software Development - Business Analyst Software Development - Software Engineer |
Integrate with external systems2d Configure Salesforce, ERP, and CRM system integrations, and test system integrations | ||
Test system integrations2d Test all system integrations for functionality | 11h | IT Consulting - IT Consultant |
Configure ERP system integration2d Configure integration with ERP systems | 14h | Cloud Computing - Application Integration Specialist |
Configure CRM system integration2d Configure integration with CRM systems | 11h | Cloud Computing - Application Integration Specialist |
Configure Salesforce integration2d Configure integration with Salesforce CRM | 11h | Cloud Computing - Application Integration Specialist |
Set up data synchronization1d Configure real-time and batch synchronization, and implement conflict resolution | ||
Implement conflict resolution1d Implement conflict resolution logic for data synchronization | 6h | AI and Machine Learning Solutions - Data Engineer Software Development - Software Engineer |
Implement conflict resolution1d Implement conflict resolution for data synchronization | 8h | AI and Machine Learning Solutions - Data Engineer |
Configure real-time sync1d Configure real-time data synchronization | 16h | AI and Machine Learning Solutions - Data Engineer |
Configure batch synchronization1d Configure batch data synchronization | 8h | AI and Machine Learning Solutions - Data Engineer |
Configure batch synchronization1d Configure batch data synchronization processes | 3h | Software Development - Integration Specialist AI and Machine Learning Solutions - Data Engineer |
Configure real-time sync1d Configure real-time data synchronization | 3h | AI and Machine Learning Solutions - Data Engineer Software Development - Integration Specialist |
Testing & Validation2w Phase 10: Perform unit testing, integration testing, performance testing, and user acceptance testing | ||
Perform unit testing2d Test individual components, validate data transformations, test error handling, and test data quality rules | ||
Validate data transformations2d Validate data transformation logic and outputs | 11h | AI and Machine Learning Solutions - Data Engineer |
Test data quality rules2d Test data quality rules and validation logic | 3h | AI and Machine Learning Solutions - Data Engineer Software Development - Test Automation Engineer |
Test error handling2d Test error handling and recovery mechanisms | 11h | Cloud Computing - DevOps Engineer |
Test individual components2d Test individual components and modules | 14h | IT Consulting - IT Consultant |
Conduct integration testing2d Test end-to-end workflows, validate data accuracy, test data lineage, and test system integrations | ||
Test system integrations2d Test all system integrations and data flows | 6h | Software Development - Test Automation Engineer Software Development - Integration Specialist |
Test data lineage2d Test data lineage tracking and accuracy | 11h | AI and Machine Learning Solutions - Data Engineer |
Validate data accuracy2d Validate data accuracy across all transformations | 14h | Database Management - Data Analyst |
Test end-to-end workflows2d Test complete end-to-end data workflows | 21h | Cloud Computing - Application Integration Specialist |
Perform performance testing2d Test performance under load, test query performance, test pipeline throughput, and identify performance bottlenecks | ||
Test pipeline throughput2d Test data pipeline throughput and capacity | 16h | IT Consulting - Technology Solutions Architect |
Identify performance bottlenecks2d Identify and document performance bottlenecks | 12h | IT Consulting - Technology Solutions Architect |
Test query performance2d Test query performance and optimization | 14h | Database Management - Database Developer |
Perform user acceptance testing2d Execute UAT test cases, gather user feedback, address UAT findings, and validate business requirements | ||
Execute UAT test cases2d Execute user acceptance test cases with business users | 11h | IT Consulting - Business Analyst |
Address UAT findings2d Address and resolve findings from UAT testing | 12h | IT Consulting - IT Consultant |
Gather user feedback2d Gather and document user feedback from UAT sessions | 7h | IT Consulting - Training Specialist |
Validate business requirements2d Validate that all business requirements are met | 12h | IT Consulting - Business Analyst |
Performance Optimization1w Phase 11: Optimize data pipelines, queries, and storage for improved performance | ||
Optimize data pipelines2d Analyze pipeline performance, optimize data processing jobs, implement incremental processing, and optimize resource utilization | ||
Optimize resource utilization2d Optimize resource utilization for cost efficiency | 12h | Cloud Computing - Cloud Architect |
Implement incremental processing2d Implement incremental processing to reduce processing time | 6h | AI and Machine Learning Solutions - Data Engineer Software Development - Performance Engineer |
Optimize data processing jobs2d Optimize data processing jobs for better performance | 6h | Software Development - Performance Engineer AI and Machine Learning Solutions - Data Engineer |
Analyze pipeline performance2d Analyze data pipeline performance metrics | 16h | AI and Machine Learning Solutions - Data Engineer |
Optimize queries2d Analyze slow queries, optimize SQL queries, and create query optimization guidelines | ||
Create query optimization guidelines2d Create guidelines and best practices for query optimization | 8h | IT Consulting - Technical Writer |
Analyze slow queries2d Analyze slow queries and identify optimization opportunities | 11h | Database Management - Database Developer |
Optimize SQL queries2d Optimize SQL queries for improved performance | 14h | Database Management - Database Developer |
Optimize storage1d Implement data compaction, optimize file sizes, and implement data archiving | ||
Optimize file sizes1d Optimize file sizes for better performance | 8h | AI and Machine Learning Solutions - Data Engineer |
Implement data archiving1d Implement data archiving for historical data management | 12h | Database Management - Data Architect |
Implement data compaction1d Implement data compaction to optimize storage | 7h | AI and Machine Learning Solutions - Data Engineer |
Deployment & Go-Live1w Phase 12: Prepare production environment, execute deployment, and conduct go-live support | ||
Prepare production environment2d Set up production workspace, configure production resources, implement monitoring and alerting, set up backup and disaster recovery, and configure production security | ||
Set up production workspace2d Set up production Databricks workspace | 11h | Cloud Computing - Cloud Engineer |
Configure production security2d Configure production security settings and access controls | 12h | Cybersecurity - Information Security Consultant |
Implement monitoring and alerting2d Implement comprehensive monitoring and alerting for production | 16h | Cloud Computing - Site Reliability Engineer |
Set up backup and disaster recovery2d Set up backup and disaster recovery procedures | 11h | Cloud Computing - Cloud Architect |
Configure production resources2d Configure production compute and storage resources | 14h | Cloud Computing - Cloud Architect |
Execute deployment2d Deploy data pipelines, deploy analytics and dashboards, deploy ML models, perform smoke tests, and validate production data | ||
Perform smoke tests2d Perform smoke tests to verify production deployment | 7h | Cloud Computing - Site Reliability Engineer |
Deploy ML models2d Deploy ML models to production serving endpoints | 12h | AI and Machine Learning Solutions - Machine Learning Engineer AI and Machine Learning Solutions - AI Solutions Architect |
Deploy data pipelines2d Deploy all data pipelines to production environment | 16h | Cloud Computing - DevOps Engineer |
Deploy analytics and dashboards2d Deploy analytics queries and dashboards to production | 11h | Database Management - Database Developer |
Validate production data2d Validate production data after deployment | 11h | Database Management - Data Analyst |
Conduct go-live support2d Monitor system performance, address immediate issues, provide on-call support, and conduct post-go-live review | ||
Address immediate issues2d Address and resolve immediate issues during go-live | 12h | IT Consulting - IT Consultant |
Provide on-call support2d Provide on-call support during go-live period | 24h | Cloud Computing - Site Reliability Engineer |
Conduct post-go-live review2d Conduct post-go-live review and lessons learned session | 8h | IT Consulting - Business Analyst |
Monitor system performance2d Monitor system performance during go-live | 11h | Cloud Computing - Site Reliability Engineer |
Documentation & Training1w Phase 13: Create technical documentation, develop training materials, and conduct training sessions | ||
Create technical documentation2d Document architecture, create data dictionary, create runbooks and procedures, document API and integration specs, and create troubleshooting guides | ||
Create runbooks and procedures2d Create operational runbooks and standard operating procedures | 11h | IT Consulting - Technical Writer |
Document API and integration specs2d Document all API specifications and integration details | 11h | IT Consulting - Technical Writer |
Create troubleshooting guides2d Create troubleshooting guides for common issues | 8h | IT Consulting - Technical Writer |
Create data dictionary2d Create comprehensive data dictionary documenting all data entities | 11h | Database Management - Data Architect |
Document architecture2d Document system architecture and design decisions | 3h | Software Development - Business Analyst Software Development - Software Architect |
Develop training materials3d Create user guides, develop training presentations, create video tutorials, and create quick reference guides | ||
Create user guides3d Create comprehensive user guides for end users | 12h | IT Consulting - Technical Writer |
Create video tutorials3d Create video tutorials for key features and workflows | 16h | IT Consulting - Training Specialist |
Create quick reference guides3d Create quick reference guides for common tasks | 8h | IT Consulting - Technical Writer |
Develop training presentations3d Develop training presentation materials | 12h | IT Consulting - Training Specialist |
Conduct training sessions2d Deliver end-user training, deliver administrator training, deliver developer training, and provide knowledge transfer | ||
Provide knowledge transfer2d Provide knowledge transfer sessions to internal teams | 7h | IT Consulting - Training Specialist |
Deliver end-user training2d Deliver training sessions for end users | 11h | IT Consulting - Training Specialist |
Deliver developer training2d Deliver training sessions for developers | 11h | IT Consulting - Training Specialist |
Deliver administrator training2d Deliver training sessions for system administrators | 11h | IT Consulting - Training Specialist |
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