credencys.com/blog/how-databricks-pricing-works

For a digital health startup handling 2TB of active clinical data, daily FHIR updates, and strict regulatory requirements, choosing a data stack means balancing out-of-the-box compliance against engineering overhead. Below is an evaluation of 5 turnkey or managed providers capable of meeting your technical and compliance criteria.[[1]](https://taglerock.com/services/it-for-healthcare/) 1. AWS HealthLake + Native Analytics Pipeline - **Deployment Model:** Cloud-native (AWS)[[1]](https://appinventiv.com/healthcare-mobile-app-development-services/) - **HIPAA/SOC2 Evidence:** Signs a self-service BAA instantly via [AWS Artifact](https://aws.amazon.com/compliance/hipaa-compliance/) . Fully covered under [AWS SOC 2 Type II](https://aws.amazon.com/compliance/soc-faqs/) certification and HIPAA-eligible services framework.[](https://easypa.ai/platform) [[1]](https://easypa.ai/platform)[[2]](https://baagenerator.com/blog/does-aws-sign-a-baa)[[3]](https://www.eluve.com/platform/security) - **Security Architecture:** Native AES-256 encryption at rest via AWS KMS, TLS 1.3 in transit, automated IAM-based resource-level access controls, and persistent audit logging via AWS CloudTrail. Automated de-identification requires pairing with custom Amazon Comprehend Medical or Lambda-based tokenization pipelines. - **Estimated Monthly Run Cost:** - Storage ($0.23 per GB/mo for ~2TB raw/indexed FHIR R4 data): ~$460 - HealthLake Data Store Provisioning ($0.40/hr base + ingestion/query units for daily syncs): ~$350–$500 - Underlying orchestration (AWS Glue / Lambda / S3 staging): ~$200 - **Total Estimated Monthly Cost:** **$1,010 – $1,160 / month** [](https://www.definite.app/blog/understanding-snowflake-pricing) [[1]](https://www.definite.app/blog/understanding-snowflake-pricing) 2. Snowflake (Business Critical Edition) - **Deployment Model:** Cloud-native (Multi-tenant abstraction across AWS, Azure, or GCP)[](https://docs.snowflake.com/en/user-guide/intro-editions) [[1]](https://docs.snowflake.com/en/user-guide/intro-editions) - **HIPAA/SOC2 Evidence:** BAA is available out-of-the-box on the Business Critical tier. Backed by comprehensive SOC 2 Type II reports, HITRUST CSF validation, and regular third-party compliance audits.[](https://docs.snowflake.com/en/user-guide/intro-editions) [[1]](https://hipaa-baa.tax/)[[2]](https://drata.com/learn/hipaa/healthcare-automation-tools) - **Security Architecture:** Customer-managed encryption keys (Tri-Secret Secure), Time Travel and Failover, fine-grained role-based access control (RBAC), row/column-level security masking policies (ideal for automated de-identification views), and continuous audit logging accessible via account history views.[](https://docs.snowflake.com/en/user-guide/intro-editions) [[1]](https://www.snowflake.com/en/pricing-options/)[[2]](https://www.revefi.com/blog/snowflake-pricing-guide) - **Estimated Monthly Run Cost:** - Compressed Storage (~2TB compressed to ~700GB–1TB in Snowflake at ~$23–$40/TB): ~$40 - Compute (Small virtual warehouse running ~2 hours/day for daily FHIR batch ingestion and analytics queries via Snowpark): ~$200 – $400 (using on-demand pricing at ~$4.00/credit for Business Critical tier) - **Total Estimated Monthly Cost:** **$440 – $440 + Compute (~$640 – $840 total)** [](https://espresso.ai/post/explaining-snowflake-pricing) [[1]](https://espresso.ai/post/explaining-snowflake-pricing)[[2]](https://www.cloudeagle.ai/blogs/snowflake-pricing-guide) 3. Databricks (Healthcare & Life Sciences / Enterprise Tier + Security Add-on) - **Deployment Model:** Cloud-native, deployed inside your secure Virtual Private Cloud (VPC) on AWS, Azure, or GCP[](https://www.dawiso.com/glossary/databricks-pricing-explained-real-cost-breakdown-for-2025) [[1]](https://www.dawiso.com/glossary/databricks-pricing-explained-real-cost-breakdown-for-2025)[[2]](https://checkthat.ai/brands/databricks/pricing)[[3]](https://www.mindbowser.com/ehrconnect/)[[4]](https://cohere.com/products) - **HIPAA/SOC2 Evidence:** Enterprise tier combined with the Enhanced Security and Compliance add-on provides a signed BAA and compliance package. Certified via SOC 2 Type II and HITRUST.[](https://www.revefi.com/blog/databricks-pricing-guide) [[1]](https://www.revefi.com/blog/databricks-pricing-guide)[[2]](https://saga-it.com/services/healthcare-app-development) - **Security Architecture:** Unity Catalog for column/row-level filtering and automated masking (dynamic de-identification for analytics roles), customer-managed keys (CMK), private link connectivity, and comprehensive audit logs sent straight to your SIEM.[](https://www.revefi.com/blog/databricks-pricing-guide) [[1]](https://www.cloudforecast.io/guides/databricks-pricing-costs-guide/)[[2]](https://analytify.ai/healthcare-services/) - **Estimated Monthly Run Cost:** - Cloud VM / Object Storage layer (AWS/Azure underlying instances for 2TB): ~$150 - Databricks Compute (Jobs cluster auto-terminating after daily FHIR delta lake ingestion + light analytics): ~$600 – $900 in DBU consumption (Premium/Enterprise tier + ~10% security add-on) - **Total Estimated Monthly Cost:** **$750 – $1,050 / month** [](https://www.dawiso.com/glossary/databricks-pricing-explained-real-cost-breakdown-for-2025) [[1]](https://www.credencys.com/blog/how-databricks-pricing-works/) 4. Microsoft Azure Health Data Services (Managed FHIR + Synapse/Fabric) - **Deployment Model:** Cloud-native (Azure)[](https://www.businesssolutionsus.com/feeds/blog/healthcare-data-analytics-platforms-telehealth-integration) [[1]](https://www.businesssolutionsus.com/feeds/blog/healthcare-data-analytics-platforms-telehealth-integration)[[2]](https://www.auditdata.com/pricing/) - **HIPAA/SOC2 Evidence:** Inherits Microsoft’s enterprise BAA (signed via Microsoft Online Subscription Agreement) and strict healthcare compliance alignment (SOC 2 Type II, HITRUST).[[1]](https://www.progenyhealth.com/technology/)[[2]](https://nextlinklabs.com/resources/insights/soc2-compliance-in-healthcare-a-comprehensive-guide) - **Security Architecture:** Managed FHIR service with SMART-on-FHIR support, built-in de-identification proxy templates (automatically scrub or hash PHI fields during export to analytics stores), Customer-Managed Keys (CMK) for encryption at rest, and Azure Monitor / Activity Logs for audit trails.[[1]](https://hipaacompliancecost.com/aws-hipaa-cost) - **Estimated Monthly Run Cost:** - Managed FHIR Service throughput units for daily syncs: ~$400 - Azure SQL / Fabric Analytics storage & compute for 2TB tier: ~$450 - **Total Estimated Monthly Cost:** **$850 – $950 / month** 5. Google Cloud Healthcare API + BigQuery - **Deployment Model:** Cloud-native (GCP)[](https://www.businesssolutionsus.com/feeds/blog/healthcare-data-analytics-platforms-telehealth-integration) - **HIPAA/SOC2 Evidence:** Standard GCP BAA covers the Cloud Healthcare API and BigQuery. Fully supported by Google’s rigorous SOC 2 Type II and ISO/IEC 27001 baseline credentials. - **Security Architecture:** Native FHIR store with integrated de-identification capabilities (can structurally mask, pseudonymize, or k-anonymize data on-the-fly into BigQuery datasets), Cloud KMS encryption at rest, VPC Service Controls, and Cloud Audit Logs. - **Estimated Monthly Run Cost:** - Cloud Healthcare FHIR Store (2TB storage & processing): ~$400 - BigQuery analysis and active storage for derivative data layers: ~$250 - **Total Estimated Monthly Cost:** **$650 / month** To help narrow down the optimal choice, could you share: - Your **primary cloud environment** (AWS, Azure, or GCP)? - Whether your team prefers a **SQL-centric warehouse** (Snowflake) or an **open-lake/spark framework** (Databricks)? Below is an evaluation of 5 turnkey or managed providers capable of meeting your technical and compliance criteria. Below is an evaluation of 5 turnkey or managed providers capable of meeting your technical and compliance criteria.[[1]](https://taglerock.com/services/it-for-healthcare/) We Recognize Compliance To contribute to the success of their ( TagleRock Technologies ) healthcare company, healthcare IT service... Deployment Model: Cloud-native (AWS) HIPAA/SOC2 Evidence: Signs a self-service BAA instantly via AWS Artifact. Fully covered under AWS SOC 2 Type II certification and HIPAA-eligible services framework. Security Architecture: Native AES-256 encryption at rest via AWS KMS, TLS 1.3 in transit, automated IAM-based resource-level access controls, and persistent audit logging via AWS CloudTrail. Automated de-identification requires pairing with custom Amazon Comprehend Medical or Lambda-based tokenization pipelines. Estimated Monthly Run Cost:Storage ($0.23 per GB/mo for ~2TB raw/indexed FHIR R4 data): ~$460 HealthLake Data Store Provisioning ($0.40/hr base + ingestion/query units for daily syncs): ~$350–$500 Underlying orchestration (AWS Glue / Lambda / S3 staging): ~$200 Total Estimated Monthly Cost: $1,010 – $1,160 / month Storage ($0.23 per GB/mo for ~2TB raw/indexed FHIR R4 data): ~$460 HealthLake Data Store Provisioning ($0.40/hr base + ingestion/query units for daily syncs): ~$350–$500 Underlying orchestration (AWS Glue / Lambda / S3 staging): ~$200 Total Estimated Monthly Cost: $1,010 – $1,160 / month - **Deployment Model:** Cloud-native (AWS)[[1]](https://appinventiv.com/healthcare-mobile-app-development-services/) - **HIPAA/SOC2 Evidence:** Signs a self-service BAA instantly via [AWS Artifact](https://aws.amazon.com/compliance/hipaa-compliance/) . Fully covered under [AWS SOC 2 Type II](https://aws.amazon.com/compliance/soc-faqs/) certification and HIPAA-eligible services framework.[](https://easypa.ai/platform) [[1]](https://easypa.ai/platform)[[2]](https://baagenerator.com/blog/does-aws-sign-a-baa)[[3]](https://www.eluve.com/platform/security) - **Security Architecture:** Native AES-256 encryption at rest via AWS KMS, TLS 1.3 in transit, automated IAM-based resource-level access controls, and persistent audit logging via AWS CloudTrail. Automated de-identification requires pairing with custom Amazon Comprehend Medical or Lambda-based tokenization pipelines. - **Estimated Monthly Run Cost:** - Storage ($0.23 per GB/mo for ~2TB raw/indexed FHIR R4 data): ~$460 - HealthLake Data Store Provisioning ($0.40/hr base + ingestion/query units for daily syncs): ~$350–$500 - Underlying orchestration (AWS Glue / Lambda / S3 staging): ~$200 - **Total Estimated Monthly Cost:** **$1,010 – $1,160 / month** [](https://www.definite.app/blog/understanding-snowflake-pricing) [[1]](https://www.definite.app/blog/understanding-snowflake-pricing) Cloud Computing Cloud-native architecture in our healthcare app development services supports scalability, real-time data sharing, What does EasyPA offer payers? EasyPA delivers FHIR-native infrastructure for CMS-0057-F compliance through four AWS Marketplace p... Does AWS Sign a HIPAA Business Associate Agreement? * ✓ Yes — AWS offers a HIPAA BAA (Business Associate Addendum) to all commerci... Compliance you can trust HIPAA Fully compliant with the Health Insurance Portability and Accountability Act at every layer. SOC 2 ... AWS US East, on-demand list price: $23/TB/month; Across all regions and clouds: $20-$40.50/TB/month (Zurich and São Paulo sit at t... Deployment Model: Cloud-native (Multi-tenant abstraction across AWS, Azure, or GCP) HIPAA/SOC2 Evidence: BAA is available out-of-the-box on the Business Critical tier. Backed by comprehensive SOC 2 Type II reports, HITRUST CSF validation, and regular third-party compliance audits. Security Architecture: Customer-managed encryption keys (Tri-Secret Secure), Time Travel and Failover, fine-grained role-based access control (RBAC), row/column-level security masking policies (ideal for automated de-identification views), and continuous audit logging accessible via account history views. Estimated Monthly Run Cost:Compressed Storage (~2TB compressed to ~700GB–1TB in Snowflake at ~$23–$40/TB): ~$40 Compute (Small virtual warehouse running ~2 hours/day for daily FHIR batch ingestion and analytics queries via Snowpark): ~$200 – $400 (using on-demand pricing at ~$4.00/credit for Business Critical tier) Total Estimated Monthly Cost: $440 – $440 + Compute (~$640 – $840 total) Compressed Storage (~2TB compressed to ~700GB–1TB in Snowflake at ~$23–$40/TB): ~$40 Compute (Small virtual warehouse running ~2 hours/day for daily FHIR batch ingestion and analytics queries via Snowpark): ~$200 – $400 (using on-demand pricing at ~$4.00/credit for Business Critical tier) Total Estimated Monthly Cost: $440 – $440 + Compute (~$640 – $840 total) - **Deployment Model:** Cloud-native (Multi-tenant abstraction across AWS, Azure, or GCP)[](https://docs.snowflake.com/en/user-guide/intro-editions) [[1]](https://docs.snowflake.com/en/user-guide/intro-editions) - **HIPAA/SOC2 Evidence:** BAA is available out-of-the-box on the Business Critical tier. Backed by comprehensive SOC 2 Type II reports, HITRUST CSF validation, and regular third-party compliance audits.[](https://docs.snowflake.com/en/user-guide/intro-editions) [[1]](https://hipaa-baa.tax/)[[2]](https://drata.com/learn/hipaa/healthcare-automation-tools) - **Security Architecture:** Customer-managed encryption keys (Tri-Secret Secure), Time Travel and Failover, fine-grained role-based access control (RBAC), row/column-level security masking policies (ideal for automated de-identification views), and continuous audit logging accessible via account history views.[](https://docs.snowflake.com/en/user-guide/intro-editions) [[1]](https://www.snowflake.com/en/pricing-options/)[[2]](https://www.revefi.com/blog/snowflake-pricing-guide) - **Estimated Monthly Run Cost:** - Compressed Storage (~2TB compressed to ~700GB–1TB in Snowflake at ~$23–$40/TB): ~$40 - Compute (Small virtual warehouse running ~2 hours/day for daily FHIR batch ingestion and analytics queries via Snowpark): ~$200 – $400 (using on-demand pricing at ~$4.00/credit for Business Critical tier) - **Total Estimated Monthly Cost:** **$440 – $440 + Compute (~$640 – $840 total)** [](https://espresso.ai/post/explaining-snowflake-pricing) [[1]](https://espresso.ai/post/explaining-snowflake-pricing)[[2]](https://www.cloudeagle.ai/blogs/snowflake-pricing-guide) On Demand: Usage-based pricing with no long-term licensing requirements. Capacity: Discounted pricing based on an upfront Capacity... A hidden cost that hits healthtech founders when they least expect it. TL;DR: Many SaaS vendors offer affordable "Pro" plans at $2... SOC 2 and HITRUST Considerations SOC 2 is a U.S.-based attestation framework that evaluates a vendor's internal controls across se... $2.00 * All core platform functionality with fully managed elastic compute. * Security with automatic encryption of all data. * Sn... You pay for storage as you go. Rates typically range from $40 to $45 per TB per month depending on the region. Capacity Storage If... Cost per credit ($$): The dollar price you pay per credit varies by Snowflake edition and cloud region. As of 2025 pricing, the St... Compute Credits are consumed when running queries or operating virtual warehouses, while Storage is charged for the volume of comp... Deployment Model: Cloud-native, deployed inside your secure Virtual Private Cloud (VPC) on AWS, Azure, or GCP HIPAA/SOC2 Evidence: Enterprise tier combined with the Enhanced Security and Compliance add-on provides a signed BAA and compliance package. Certified via SOC 2 Type II and HITRUST. Security Architecture: Unity Catalog for column/row-level filtering and automated masking (dynamic de-identification for analytics roles), customer-managed keys (CMK), private link connectivity, and comprehensive audit logs sent straight to your SIEM. Estimated Monthly Run Cost:Cloud VM / Object Storage layer (AWS/Azure underlying instances for 2TB): ~$150 Databricks Compute (Jobs cluster auto-terminating after daily FHIR delta lake ingestion + light analytics): ~$600 – $900 in DBU consumption (Premium/Enterprise tier + ~10% security add-on) Total Estimated Monthly Cost: $750 – $1,050 / month Cloud VM / Object Storage layer (AWS/Azure underlying instances for 2TB): ~$150 Databricks Compute (Jobs cluster auto-terminating after daily FHIR delta lake ingestion + light analytics): ~$600 – $900 in DBU consumption (Premium/Enterprise tier + ~10% security add-on) Total Estimated Monthly Cost: $750 – $1,050 / month - **Deployment Model:** Cloud-native, deployed inside your secure Virtual Private Cloud (VPC) on AWS, Azure, or GCP[](https://www.dawiso.com/glossary/databricks-pricing-explained-real-cost-breakdown-for-2025) [[1]](https://www.dawiso.com/glossary/databricks-pricing-explained-real-cost-breakdown-for-2025)[[2]](https://checkthat.ai/brands/databricks/pricing)[[3]](https://www.mindbowser.com/ehrconnect/)[[4]](https://cohere.com/products) - **HIPAA/SOC2 Evidence:** Enterprise tier combined with the Enhanced Security and Compliance add-on provides a signed BAA and compliance package. Certified via SOC 2 Type II and HITRUST.[](https://www.revefi.com/blog/databricks-pricing-guide) [[1]](https://www.revefi.com/blog/databricks-pricing-guide)[[2]](https://saga-it.com/services/healthcare-app-development) - **Security Architecture:** Unity Catalog for column/row-level filtering and automated masking (dynamic de-identification for analytics roles), customer-managed keys (CMK), private link connectivity, and comprehensive audit logs sent straight to your SIEM.[](https://www.revefi.com/blog/databricks-pricing-guide) [[1]](https://www.cloudforecast.io/guides/databricks-pricing-costs-guide/)[[2]](https://analytify.ai/healthcare-services/) - **Estimated Monthly Run Cost:** - Cloud VM / Object Storage layer (AWS/Azure underlying instances for 2TB): ~$150 - Databricks Compute (Jobs cluster auto-terminating after daily FHIR delta lake ingestion + light analytics): ~$600 – $900 in DBU consumption (Premium/Enterprise tier + ~10% security add-on) - **Total Estimated Monthly Cost:** **$750 – $1,050 / month** [](https://www.dawiso.com/glossary/databricks-pricing-explained-real-cost-breakdown-for-2025) [[1]](https://www.credencys.com/blog/how-databricks-pricing-works/) Databricks Pricing Explained: DBUs, Cloud Costs, and What You Actually Pay. Databricks pricing confuses teams because there are tw... When to upgrade: Enterprise tier is non-negotiable if you handle PHI, payment card data, or federal information. The Enhanced Secu... AWS ( Amazon Web Services ) -Native Architecture Designed for Healthcare Workflows Deployed in Your AWS ( Amazon Web Services ) VP... Secure your data by deploying within your virtual private cloud (VPC) environment, on-premises, or dedicated, Cohere-managed Model... It adds advanced security features such as HIPAA compliance, customer-managed encryption keys (CMK), and enforced private connecti... HITRUST / SOC 2 engineered in Compliance certification matters at the Series-A inflection point: your enterprise health-system buy... Databricks Premium: Additional Features & When to Upgrade Premium is where most serious production deployments land. It adds Unity... Why Analytify for Healthcare. Analytify is engineered for HIPAA-regulated healthcare analytics: Signed BAA available with every pa... Cloud Infrastructure Costs Databricks runs on your cloud provider, which means you also pay for the underlying infrastructure sepa... Deployment Model: Cloud-native (Azure) HIPAA/SOC2 Evidence: Inherits Microsoft’s enterprise BAA (signed via Microsoft Online Subscription Agreement) and strict healthcare compliance alignment (SOC 2 Type II, HITRUST). Security Architecture: Managed FHIR service with SMART-on-FHIR support, built-in de-identification proxy templates (automatically scrub or hash PHI fields during export to analytics stores), Customer-Managed Keys (CMK) for encryption at rest, and Azure Monitor / Activity Logs for audit trails. Estimated Monthly Run Cost:Managed FHIR Service throughput units for daily syncs: ~$400 Azure SQL / Fabric Analytics storage & compute for 2TB tier: ~$450 Total Estimated Monthly Cost: $850 – $950 / month Managed FHIR Service throughput units for daily syncs: ~$400 Azure SQL / Fabric Analytics storage & compute for 2TB tier: ~$450 Total Estimated Monthly Cost: $850 – $950 / month - **Deployment Model:** Cloud-native (Azure)[](https://www.businesssolutionsus.com/feeds/blog/healthcare-data-analytics-platforms-telehealth-integration) [[1]](https://www.businesssolutionsus.com/feeds/blog/healthcare-data-analytics-platforms-telehealth-integration)[[2]](https://www.auditdata.com/pricing/) - **HIPAA/SOC2 Evidence:** Inherits Microsoft’s enterprise BAA (signed via Microsoft Online Subscription Agreement) and strict healthcare compliance alignment (SOC 2 Type II, HITRUST).[[1]](https://www.progenyhealth.com/technology/)[[2]](https://nextlinklabs.com/resources/insights/soc2-compliance-in-healthcare-a-comprehensive-guide) - **Security Architecture:** Managed FHIR service with SMART-on-FHIR support, built-in de-identification proxy templates (automatically scrub or hash PHI fields during export to analytics stores), Customer-Managed Keys (CMK) for encryption at rest, and Azure Monitor / Activity Logs for audit trails.[[1]](https://hipaacompliancecost.com/aws-hipaa-cost) - **Estimated Monthly Run Cost:** - Managed FHIR Service throughput units for daily syncs: ~$400 - Azure SQL / Fabric Analytics storage & compute for 2TB tier: ~$450 - **Total Estimated Monthly Cost:** **$850 – $950 / month** Key Takeaways * Healthcare analytics platforms built for telehealth unify virtual visit data, RPM feeds, EHR records, and patient ... Cloud-Native, on Microsoft Azure Hosted on Microsoft Azure with HIPAA, ISO 27001, and audit-ready setup built in. No on-prem serve... HITRUST: A Critical Framework for Protecting Your Members' Sensitive Healthcare Data Progeny Health's technology platform is HITRU... Key Benefits of Aligning SOC2 with HIPAA Healthcare organizations are well-acquainted with HIPAA—the regulatory standard that gove... This page gives you the four rates that matter, each attributed to the AWS pricing page that publishes it and dated to the day we ... Deployment Model: Cloud-native (GCP) HIPAA/SOC2 Evidence: Standard GCP BAA covers the Cloud Healthcare API and BigQuery. Fully supported by Google’s rigorous SOC 2 Type II and ISO/IEC 27001 baseline credentials. Security Architecture: Native FHIR store with integrated de-identification capabilities (can structurally mask, pseudonymize, or k-anonymize data on-the-fly into BigQuery datasets), Cloud KMS encryption at rest, VPC Service Controls, and Cloud Audit Logs. Estimated Monthly Run Cost:Cloud Healthcare FHIR Store (2TB storage & processing): ~$400 BigQuery analysis and active storage for derivative data layers: ~$250 Total Estimated Monthly Cost: $650 / month Cloud Healthcare FHIR Store (2TB storage & processing): ~$400 BigQuery analysis and active storage for derivative data layers: ~$250 Total Estimated Monthly Cost: $650 / month - **Deployment Model:** Cloud-native (GCP)[](https://www.businesssolutionsus.com/feeds/blog/healthcare-data-analytics-platforms-telehealth-integration) - **HIPAA/SOC2 Evidence:** Standard GCP BAA covers the Cloud Healthcare API and BigQuery. Fully supported by Google’s rigorous SOC 2 Type II and ISO/IEC 27001 baseline credentials. - **Security Architecture:** Native FHIR store with integrated de-identification capabilities (can structurally mask, pseudonymize, or k-anonymize data on-the-fly into BigQuery datasets), Cloud KMS encryption at rest, VPC Service Controls, and Cloud Audit Logs. - **Estimated Monthly Run Cost:** - Cloud Healthcare FHIR Store (2TB storage & processing): ~$400 - BigQuery analysis and active storage for derivative data layers: ~$250 - **Total Estimated Monthly Cost:** **$650 / month** To help narrow down the optimal choice, could you share: Your primary cloud environment (AWS, Azure, or GCP)? Whether your team prefers a SQL-centric warehouse (Snowflake) or an open-lake/spark framework (Databricks)? - Your **primary cloud environment** (AWS, Azure, or GCP)? - Whether your team prefers a **SQL-centric warehouse** (Snowflake) or an **open-lake/spark framework** (Databricks)?