databricks

Full Private (Air-Gapped) Deployment Pattern

Pattern: deployments/full-private Status: ✅ Production Ready


Overview

The Full Private (Air-Gapped) pattern provides a fully isolated Azure Databricks deployment with:

Use Cases

Highly regulated industries (Financial services, Healthcare) ✅ Zero-trust network architecturesAir-gapped requirements (No internet access) ✅ Strict data residency (All traffic on Azure backbone) ✅ Compliance mandates (HIPAA, PCI-DSS, FedRAMP)


Architecture

High-Level Design

┌──────────────────────────────────────────────────────────────────┐
│ User Network (On-Premises or VPN)                                │
└────────────┬─────────────────────────────────────────────────────┘
             │
             │ (Private DNS resolution)
             │ (VPN or ExpressRoute)
             ↓
┌──────────────────────────────────────────────────────────────────┐
│ Customer VNet (VNet Injection)                                    │
│  ┌────────────────────────────────────────────────────────────┐  │
│  │ Private Link Subnet                                         │  │
│  │ ┌────────────────────────┐  ┌──────────────────────────┐  │  │
│  │ │ PE: UI/API Endpoint    │  │ PE: Browser Auth         │  │  │
│  │ │ → Control Plane        │  │ → Control Plane          │  │  │
│  │ └────────────────────────┘  └──────────────────────────┘  │  │
│  │ ┌────────────────────────┐  ┌──────────────────────────┐  │  │
│  │ │ PE: DBFS Storage       │  │ PE: UC Storage           │  │  │
│  │ │ → Customer Storage     │  │ → Customer Storage       │  │  │
│  │ └────────────────────────┘  └──────────────────────────┘  │  │
│  └────────────────────────────────────────────────────────────┘  │
│                                                                   │
│  ┌────────────────────────────┐  ┌──────────────────────────┐   │
│  │ Public/Host Subnet         │  │ Private/Container Subnet │   │
│  │ (10.178.0.0/26)            │  │ (10.178.1.0/26)          │   │
│  │                            │  │                          │   │
│  │ - Driver Nodes             │  │ - Worker Nodes           │   │
│  │ - No Public IPs (NPIP)     │  │ - No Public IPs (NPIP)   │   │
│  │ - NO NAT Gateway           │  │ - NO NAT Gateway         │   │
│  └────────────────────────────┘  └──────────────────────────┘   │
│          │                                   │                    │
│          └───────────────┬───────────────────┘                    │
│                          │                                        │
│  ┌────────────────────────────────────────────────────────────┐  │
│  │ Network Security Group (NSG)                                │  │
│  │ - Custom rules (when public access disabled)               │  │
│  │ - Worker-to-worker communication                           │  │
│  └────────────────────────────────────────────────────────────┘  │
└──────────────────────────────────────────────────────────────────┘
    │                                      │
    │ (Private Link - Control Plane)       │ (Private Link - Storage)
    ↓                                      ↓
┌──────────────────────────────────────────────────────────────────┐
│ Databricks Control Plane (Microsoft-Managed)                     │
│  - SCC Relay (backend Private Link)                              │
│  - API Service (frontend Private Link)                           │
│  - Cluster Management                                            │
└──────────────────────────────────────────────────────────────────┘

┌──────────────────────────────────────────────────────────────────┐
│ Azure Storage (ADLS Gen2) - Customer Subscription                │
│  - DBFS Root Storage (via Private Endpoint)                      │
│  - UC Metastore Storage (via Private Endpoint)                   │
│  - UC External Location (via Private Endpoint)                   │
└──────────────────────────────────────────────────────────────────┘

┌────────────────────────────────────────────────────────────────────┐
│ Network Connectivity Configuration (NCC) - Optional                │
│ - Enables serverless → customer storage connectivity             │
│ - PE rules require manual approval in Azure Portal                │
│ - Setup: See docs/04-SERVERLESS-SETUP.md                          │
└────────────────────────────────────────────────────────────────────┘

Legend:


Key Differences from Non-PL

Feature Non-PL Full Private
Control Plane Access Public internet Private Link only
User Access Any internet connection VPN/ExpressRoute required
Internet Egress ✅ NAT Gateway (PyPI/Maven) ❌ None (air-gapped)
Storage Connectivity Service Endpoints Private Link
Package Management Internet repos Customer repos required
Deployment Complexity Low High
Security Posture Secure Maximum security

Traffic Flow: Cluster Startup Sequence

High-Level Flow

sequenceDiagram
    actor User
    participant VPN as VPN/ExpressRoute
    participant PE as Private Endpoint
    participant UI as Databricks UI
    participant CP as Control Plane
    participant Cluster as Cluster VMs<br/>(VNet)
    participant Storage as Azure Storage<br/>(Private Link)

    User->>VPN: 1. Connect via VPN
    VPN->>PE: Private DNS resolution
    PE->>UI: Access workspace
    UI->>CP: 2. Create Cluster
    CP->>Cluster: 3. Provision VMs (NPIP)
    Cluster->>CP: 4. Establish SCC (Private Link)
    Cluster->>Storage: 5. Access Storage (Private Link)
    CP->>User: Cluster RUNNING

Timeline: ~3-5 minutes from creation to ready state

Key Points:


Detailed Phase Breakdown

Phase 1: User Access (Prerequisites)

User → VPN/ExpressRoute → Private Link Subnet → Private Endpoint → Databricks UI

Requirements:
- Network connectivity to customer VNet (VPN/ExpressRoute/Bastion)
- Private DNS resolution configured
- IP in allow-list (if IP Access Lists enabled)

Access Methods:

  1. VPN Connection: Site-to-site or Point-to-site VPN
  2. ExpressRoute: Dedicated private connection
  3. Azure Bastion: Jump box within VNet

Phase 2: Cluster Request (T+0s)

User → Private Endpoint (UI/API) → Databricks Control Plane
├─ POST /api/2.0/clusters/create
├─ Payload: {node_type, count, dbr_version}
└─ Response: Cluster ID (pending state)

Network Path: Private Link → Databricks SaaS (no public internet)


Phase 3: VM Provisioning (T+0s to T+2min)

sequenceDiagram
    participant CP as Control Plane
    participant ARM as Azure ARM
    participant VNet as Customer VNet

    CP->>ARM: Create VMs (no public IPs)
    ARM->>VNet: Provision Driver (Public Subnet)
    ARM->>VNet: Provision Workers (Private Subnet)
    VNet-->>ARM: VMs Created
    ARM-->>CP: Provisioning Complete

Resources Created:


Phase 4: Control Plane Tunnel (T+2min to T+3min)

Cluster VMs → Private Endpoint (Backend) → Control Plane SCC Relay

Protocol: HTTPS/WebSocket (443)
Direction: Outbound only (VNet initiates)
Purpose: Cluster management, commands, monitoring
Routing: Private Link (NOT via public internet)

Private Link Architecture:


Phase 5: Storage Access (T+2min onwards)

graph LR
    Cluster[Cluster VMs]
    PE[Private Endpoint]

    subgraph Storage["Azure Storage (Customer)"]
        DBFS[DBFS Root]
        UC[UC Metastore]
        ExtLoc[External Location]
    end

    Cluster --> PE
    PE --> DBFS
    PE --> UC
    PE --> ExtLoc

    style PE fill:#e8f5e9
    style Storage fill:#fff9c4

Access Pattern:

Authentication: Managed Identity (Access Connector) via RBAC


Phase 6: Package Management (Air-Gapped)

❌ NO internet access for packages

Customer Responsibilities:
1. Host internal PyPI mirror (e.g., JFrog Artifactory, Nexus)
2. Configure pip.conf to point to internal mirror
3. Pre-install libraries via init scripts
4. Use private container registry for custom images

Example Init Script:

#!/bin/bash
# Configure pip to use internal PyPI mirror
cat > /etc/pip.conf << EOF
[global]
index-url = https://pypi.company.internal/simple
trusted-host = pypi.company.internal
EOF

# Install common libraries from internal mirror
pip install pandas numpy scikit-learn

Network Routing Summary

Traffic Type Source Destination Path Authentication
UI/API Access User Databricks SaaS VPN → Private Endpoint AAD/Bearer Token
Control Plane (SCC) Cluster VMs Databricks SaaS Private Endpoint (Backend) Databricks-managed
DBFS Access Cluster VMs DBFS (Customer) Private Endpoint Managed Identity
UC Metastore Cluster VMs UC Storage (Customer) Private Endpoint Managed Identity
External Data Cluster VMs External Location Private Endpoint Managed Identity
Worker-to-Worker Worker VMs Worker VMs Within VNet N/A
Logs/Metrics Cluster VMs Event Hub Private Endpoint (optional) Databricks-managed
Package Downloads NONE (air-gapped) N/A

Key Routing:


Features

Included Features

Feature Status Details
Secure Cluster Connectivity (NPIP) ✅ Always enabled No public IPs on clusters
VNet Injection ✅ Always enabled Deploy into customer VNet
Private Link (Control Plane) ✅ Always enabled Frontend (UI/API) + Backend (SCC)
Private Link (Storage) ✅ Always enabled All storage via Private Endpoints
Unity Catalog ✅ Mandatory Data governance and access control
Customer-Managed Keys (CMK) ✅ Default enabled Managed services + Disks + DBFS
BYOV Support ✅ Optional Bring Your Own VNet/Subnets/NSG
IP Access Lists ✅ Optional Restrict workspace access by IP
Private DNS Zones ✅ Auto-created Azure-integrated DNS for Private Endpoints
Service Endpoint Policy (SEP) ✅ Optional Storage egress control for classic compute
NCC (Serverless) ✅ Optional Private Link for serverless compute

Not Included

Feature Status Reason Alternative
NAT Gateway ❌ Not included Air-gapped design Use internal package repos
Service Endpoints ❌ Not used Private Link provides stronger isolation N/A
Public Internet Egress ❌ Not allowed Air-gapped requirement Internal repos required

Deployment

Prerequisites

Required:

Network Requirements:

Quick Deploy

# 1. Navigate to deployment folder
cd deployments/full-private

# 2. Copy and configure variables
cp terraform.tfvars.example terraform.tfvars
vim terraform.tfvars

# 3. Initialize Terraform
terraform init

# 4. Review deployment plan
terraform plan

# 5. Deploy
terraform apply

Deployment Time


Private DNS Configuration

Overview

Full-Private deployments rely on Azure Private DNS zones to resolve Private Endpoint FQDNs to private IP addresses within your VNet. This ensures all traffic stays on the Azure backbone and never traverses the public internet.

DNS Architecture

graph TB
    User[User/Application]
    VNet[Customer VNet]

    subgraph "Private DNS Zones"
        DBDNSZone["privatelink.azuredatabricks.net"]
        DFSDNSZone["privatelink.dfs.core.windows.net"]
        BlobDNSZone["privatelink.blob.core.windows.net"]
    end

    subgraph "Private Endpoints"
        UIPE[UI/API PE<br/>databricks_ui_api]
        AuthPE[Browser Auth PE<br/>browser_authentication]
        DBFSPE[DBFS Storage PE<br/>dfs]
        UCPE[UC Storage PE<br/>dfs]
    end

    User -->|1. Query| VNet
    VNet -->|2. DNS Lookup| DBDNSZone
    VNet -->|2. DNS Lookup| DFSDNSZone
    DBDNSZone -->|3. Returns Private IP| VNet
    DFSDNSZone -->|3. Returns Private IP| VNet
    VNet -->|4. Connect via Private IP| UIPE
    VNet -->|4. Connect via Private IP| DBFSPE

    style DBDNSZone fill:#e1f5fe
    style DFSDNSZone fill:#e1f5fe
    style BlobDNSZone fill:#e1f5fe
    style UIPE fill:#c8e6c9
    style AuthPE fill:#c8e6c9

Key Components:

  1. Private DNS Zones: Azure-managed DNS zones for Private Link
  2. VNet Links: Connect DNS zones to your VNet for name resolution
  3. Private Endpoints: Inject private IPs into your VNet for Databricks and Storage services
  4. DNS Records: Auto-created A records mapping FQDNs to private IPs

DNS Zones Created

This deployment automatically creates and configures three Private DNS zones:

DNS Zone Purpose Resources
privatelink.azuredatabricks.net Databricks Control Plane access UI/API endpoint, Browser Auth
privatelink.dfs.core.windows.net ADLS Gen2 Data Lake Storage DBFS, UC Metastore, UC External
privatelink.blob.core.windows.net Blob Storage (legacy/fallback) DBFS Blob endpoint

Auto-Configuration:


Databricks Sub-Resource Types

Databricks Private Link uses two distinct sub-resource types for different access patterns:

1. databricks_ui_api (Workspace-Specific)

Purpose: Direct workspace access for UI, REST API, and data plane communication (SCC)

FQDN Pattern:

adb-<workspace-id>.<random-id>.azuredatabricks.net

Use Cases:

Characteristics:

Example:

# Workspace URL
https://adb-1234567890123456.12.azuredatabricks.net

# DNS Resolution (via Private Link)
nslookup adb-1234567890123456.12.azuredatabricks.net
# Answer: 10.178.2.10 (Private IP in Private Link subnet)

2. browser_authentication (Regional, Shared)

Purpose: Azure AD authentication redirect for browser-based login

FQDN Pattern:

adb-<workspace-id>.azuredatabricks.net  (no random-id)

Use Cases:

Characteristics:

Example:

# Auth URL (during Azure AD login)
https://adb-1234567890123456.azuredatabricks.net/login.html

# DNS Resolution (via Private Link)
nslookup adb-1234567890123456.azuredatabricks.net
# Answer: 10.178.2.11 (Private IP in Private Link subnet)

DNS Resolution Flow

User Access to Workspace UI

sequenceDiagram
    accTitle: DNS Resolution Flow for Databricks Private Link Access
    accDescr: This diagram shows the 9-step process of how DNS resolution works when accessing a Databricks workspace via Private Link

    actor User
    participant Browser
    participant VPN as VPN/ExpressRoute
    participant DNS as Private DNS Zone
    participant PE as Private Endpoint
    participant WS as Databricks Workspace

    rect rgb(230, 240, 255)
        Note over User,WS: Phase 1: Initial Access
        User->>Browser: 1. Navigate to workspace URL
        Browser->>VPN: 2. DNS query (adb-<workspace-id>.<random>.azuredatabricks.net)
    end

    rect rgb(255, 245, 230)
        Note over VPN,DNS: Phase 2: DNS Resolution
        VPN->>DNS: 3. Lookup in privatelink.azuredatabricks.net
        DNS->>VPN: 4. Return Private IP (10.178.2.10)
    end

    rect rgb(230, 255, 240)
        Note over VPN,WS: Phase 3: Connection Establishment
        VPN->>PE: 5. Connect to Private IP
        PE->>WS: 6. Forward to Databricks Control Plane
    end

    rect rgb(255, 240, 245)
        Note over User,WS: Phase 4: Authentication (Azure AD)
        WS->>Browser: 7. Redirect to Azure AD (via browser_authentication PE)
        Browser->>DNS: 8. DNS lookup (adb-<workspace-id>.azuredatabricks.net)
        DNS->>Browser: 9. Return Private IP (10.178.2.11)
        Browser->>WS: 10. Complete auth, access workspace
    end

Timeline:


Multi-Workspace Scenarios

Single Region, Multiple Workspaces

Region: East US 2

Workspace A:
├─ databricks_ui_api: adb-1111111111111111.12.azuredatabricks.net → 10.178.2.10
└─ browser_authentication: adb-1111111111111111.azuredatabricks.net → 10.178.2.11

Workspace B:
├─ databricks_ui_api: adb-2222222222222222.12.azuredatabricks.net → 10.178.2.12
└─ browser_authentication: adb-2222222222222222.azuredatabricks.net → 10.178.2.11 (SHARED)

Key Points:

Cost Optimization: Sharing the browser_authentication endpoint reduces Private Endpoint costs in multi-workspace deployments.


Multi-Region Deployment

Region: East US 2
VNet: 10.178.0.0/20
DNS Zone: privatelink.azuredatabricks.net (linked to VNet)
├─ Workspace A (East US 2): adb-1111111111111111.12.azuredatabricks.net
└─ Workspace B (East US 2): adb-2222222222222222.12.azuredatabricks.net

Region: West US 2
VNet: 10.179.0.0/20
DNS Zone: privatelink.azuredatabricks.net (linked to VNet)
├─ Workspace C (West US 2): adb-3333333333333333.10.azuredatabricks.net
└─ Workspace D (West US 2): adb-4444444444444444.10.azuredatabricks.net

Architecture:

Cross-Region Access:


Storage DNS Resolution

DBFS and Unity Catalog Storage

Storage Account: <workspace-prefix>dbfs<suffix>.dfs.core.windows.net

DNS Resolution Flow:
1. Cluster queries: <storage-account>.dfs.core.windows.net
2. Azure DNS redirects: <storage-account>.privatelink.dfs.core.windows.net
3. Private DNS zone returns: 10.178.2.20 (Private IP)
4. Cluster connects via Private Link

DNS Records Created:

Resource Public FQDN Private DNS Record Private IP
DBFS Storage (DFS) <prefix>dbfs<suffix>.dfs.core.windows.net <prefix>dbfs<suffix>.privatelink.dfs.core.windows.net 10.178.2.20
UC Metastore (DFS) <prefix>uc<suffix>.dfs.core.windows.net <prefix>uc<suffix>.privatelink.dfs.core.windows.net 10.178.2.21
UC External (DFS) <prefix>ext<suffix>.dfs.core.windows.net <prefix>ext<suffix>.privatelink.dfs.core.windows.net 10.178.2.22

Auto-Configured by Terraform:


DNS Configuration Verification

Check DNS Zone Creation

# List all Private DNS zones
az network private-dns zone list \
  --resource-group <rg-name> \
  --output table

# Expected output:
# Name                                   ResourceGroup         Location
# -------------------------------------  -------------------   --------
# privatelink.azuredatabricks.net        <rg-name>             global
# privatelink.dfs.core.windows.net       <rg-name>             global
# privatelink.blob.core.windows.net      <rg-name>             global

# Check VNet links for Databricks DNS zone
az network private-dns link vnet list \
  --resource-group <rg-name> \
  --zone-name privatelink.azuredatabricks.net \
  --output table

# Expected: VNet should be linked with registrationEnabled=false

Test DNS Resolution

From within VNet (via VPN, bastion, or VM):

# Test Databricks workspace resolution
nslookup adb-<workspace-id>.<random-id>.azuredatabricks.net

# Expected Output:
# Server:  <dns-server>
# Address: <dns-server-ip>
#
# Non-authoritative answer:
# Name:    adb-<workspace-id>.<random-id>.azuredatabricks.net
# Address: 10.178.2.10  ← Private IP (not public)


# Test storage resolution
nslookup <storage-account>.dfs.core.windows.net

# Expected Output:
# Name:    <storage-account>.privatelink.dfs.core.windows.net
# Address: 10.178.2.20  ← Private IP

Important: DNS resolution must return private IPs (10.x.x.x), not public IPs. If you see public IPs, the Private DNS zone is not correctly linked to your VNet.


Verify A Records

# List A records in Databricks DNS zone
az network private-dns record-set a list \
  --resource-group <rg-name> \
  --zone-name privatelink.azuredatabricks.net \
  --output table

# Expected: A records for workspace UI/API and browser auth


# List A records in DFS DNS zone
az network private-dns record-set a list \
  --resource-group <rg-name> \
  --zone-name privatelink.dfs.core.windows.net \
  --output table

# Expected: A records for DBFS, UC metastore, UC external storage

Troubleshooting DNS Issues

Issue: Workspace URL Not Resolving

Symptoms:

$ nslookup adb-<workspace-id>.<random-id>.azuredatabricks.net
Server:  <dns-server>
Address: <dns-server-ip>

** server can't find adb-<workspace-id>.<random-id>.azuredatabricks.net: NXDOMAIN

Root Causes:

  1. Private DNS zone not linked to VNet
  2. Private Endpoint not yet created
  3. DNS zone group not configured on Private Endpoint

Solution:

# 1. Verify Private DNS zone exists
az network private-dns zone show \
  --resource-group <rg-name> \
  --name privatelink.azuredatabricks.net

# 2. Check VNet link
az network private-dns link vnet show \
  --resource-group <rg-name> \
  --zone-name privatelink.azuredatabricks.net \
  --name <link-name>

# 3. Verify Private Endpoint DNS integration
az network private-endpoint show \
  --resource-group <rg-name> \
  --name <pe-name> \
  --query 'privateDnsZoneGroups[0].privateDnsZoneConfigs[0].privateDnsZoneId'

Issue: Resolves to Public IP Instead of Private IP

Symptoms:

$ nslookup adb-<workspace-id>.<random-id>.azuredatabricks.net
Name:    adb-<workspace-id>.<random-id>.azuredatabricks.net
Address: 20.62.x.x  ← Public IP (WRONG!)

Root Causes:

  1. Querying from outside VNet (no VPN connection)
  2. Private DNS zone not linked to VNet
  3. DNS resolver not configured to use Azure DNS (168.63.129.16)

Solution:

# Ensure you're connected via VPN/ExpressRoute
# Verify DNS resolver is set to Azure DNS

# Windows:
ipconfig /all
# Check DNS Servers: Should include 168.63.129.16 or VNet DNS

# Linux:
cat /etc/resolv.conf
# nameserver 168.63.129.16 (or VNet DNS)

# macOS:
scutil --dns
# Should route through VPN DNS

Symptoms:

Error: abfss://<container>@<storage-account>.dfs.core.windows.net: Name or service not known

Root Causes:

  1. Private DNS zone for DFS not created
  2. Storage Private Endpoint not configured
  3. Public access to storage disabled without Private Link

Solution:

# 1. Verify storage Private Endpoint
az network private-endpoint list \
  --resource-group <rg-name> \
  --query "[?contains(name, 'dbfs') || contains(name, 'uc')].{Name:name, State:privateLinkServiceConnections[0].privateLinkServiceConnectionState.status}" \
  --output table

# Expected: All endpoints in "Approved" state

# 2. Test DNS resolution
nslookup <storage-account>.dfs.core.windows.net
# Should return private IP (10.x.x.x)

# 3. Check storage firewall rules
az storage account show \
  --name <storage-account> \
  --resource-group <rg-name> \
  --query networkRuleSet.defaultAction

# If "Deny", ensure Private Endpoint is approved

DNS Best Practices

Planning

Security

Operations

Testing


DNS Reference Architecture

For detailed network architecture including DNS flow for multi-workspace hub-and-spoke deployments, see:


Post-Deployment Steps

Critical: Lock Down Public Access

After successful deployment, disable public network access:

# terraform.tfvars
enable_public_network_access = false
terraform apply

This enforces Private Link only access (no public internet).


Configure Private DNS

Ensure Private DNS zones are linked to your VNet:

# List Private DNS zones
az network private-dns zone list --output table

# Link to VNet (if not auto-linked)
az network private-dns link vnet create \
  --resource-group <rg-name> \
  --zone-name privatelink.azuredatabricks.net \
  --name databricks-dns-link \
  --virtual-network <vnet-id> \
  --registration-enabled false

Setup Internal Package Repositories

Required for air-gapped deployments:

  1. PyPI Mirror: JFrog Artifactory, Sonatype Nexus, or devpi
  2. Maven Mirror: Artifactory or Nexus Repository Manager
  3. Docker Registry: Azure Container Registry (ACR) with Private Link

Configure Init Scripts:

# /dbfs/init-scripts/configure-repos.sh
#!/bin/bash

# Configure pip
cat > /etc/pip.conf << EOF
[global]
index-url = https://pypi.company.internal/simple
trusted-host = pypi.company.internal
EOF

# Configure Maven
mkdir -p /home/ubuntu/.m2
cat > /home/ubuntu/.m2/settings.xml << EOF
<settings>
  <mirrors>
    <mirror>
      <id>company-maven</id>
      <url>https://maven.company.internal/repository/maven-central/</url>
      <mirrorOf>central</mirrorOf>
    </mirror>
  </mirrors>
</settings>
EOF

Security

Network Security

Private Link Isolation:

Air-Gapped Architecture:

Data Security

Unity Catalog:

Storage Security:

Customer-Managed Keys (CMK):


Troubleshooting

Common Issues

Issue: Cannot Access Workspace

Error: Unable to connect to workspace URL

Solution:

  1. Verify VPN/ExpressRoute connection to VNet
  2. Check Private DNS resolution: nslookup <workspace-url>
  3. Verify Private Endpoint status in Azure Portal
  4. Check IP Access Lists (if enabled)

Issue: Cluster Cannot Start

Symptom: Cluster stuck in PENDING state

Solution:

  1. Verify Private Link connectivity (backend PE)
  2. Check NSG rules (especially if custom rules added)
  3. Review Azure Activity Log for errors
  4. Ensure CMK keys are accessible

Issue: Cannot Install Libraries

Error: pip install fails with connection timeout

Solution: This is expected in air-gapped deployments. Libraries cannot be downloaded from the internet.

Workarounds:

  1. Configure internal PyPI mirror (see Post-Deployment Steps)
  2. Pre-install libraries via init scripts from internal storage
  3. Use cluster-scoped libraries from DBFS

Best Practices

Network Planning

Security Hardening

Operational Excellence


References


Pattern Version: 1.0 Status: ✅ Production Ready Terraform Version: >= 1.5