Production Issues - The Shit That Always Breaks

Q

Our entire CI pipeline stopped working overnight, nothing changed

A

Check your DNS records first. I spent 4 hours debugging this last month before realizing our DNS provider had a "maintenance window" they didn't tell anyone about. Still bitter about that one.Quick diagnosis: nslookup your-registry.com from a developer machine. If it's returning different IPs than yesterday, that's your problem. Emergency fix: Add the specific IP addresses to your RAM allowlist temporarily. You can resolve the DNS issue later when everyone's not screaming.

Q

Builds work locally but fail in CI with ECONNREFUSED

A

CI systems often use different network configurations. Check these:

  1. Different Docker versions: CI might be running older Docker Desktop that doesn't respect your RAM policies
  2. Service accounts: Your CI is probably signed in with a different Docker account (or not at all)
  3. Docker buildx drivers: Kubernetes drivers bypass RAM entirely

Debug command: docker buildx ls in CI vs locally. If they're different, that's why.

Quick fix: Force the same buildx driver in CI: docker buildx use default

Q

Registry redirects started failing after working fine for months

A

AWS ECR and GitHub Container Registry love to add new redirect domains without warning. This breaks existing allowlists.

What changed: Check recent registry provider announcements. AWS especially likes to route traffic through new CloudFront distributions.

Emergency fix:

  1. Enable debug logging: --log-level debug
  2. Find the blocked domain in logs
  3. Add it to allowlist immediately
  4. Figure out why it changed later

The pattern: *amazonaws.com might not be enough. You need specific CDN domains too.

Q

Docker Desktop says policy updated but nothing changed

A

Policy sync is fucked on Docker Desktop 4.40.x and earlier. Two things to check:

  1. User signed into wrong org: docker info | grep Username - make sure it's their work account
  2. Policy propagation delay: Can take 24 hours, but usually 2-4 hours in practice

Force immediate sync: Sign out and back in to Docker Desktop. This works 90% of the time.

Still broken: Clear Docker's policy cache by removing ~/.docker/config.json and signing back in.

Q

macOS configuration profiles completely bypass RAM restrictions (CVE-2025-4095)

A

This is the big one. If you're using macOS configuration profiles to enforce organization sign-in, RAM policies aren't being applied at all. CVE-2025-4095 was disclosed in April 2025 and affects all Docker Desktop versions on macOS.

Impact: Developers can pull from any registry, completely bypassing your security controls. You won't even know it's happening because Docker Desktop thinks policies are applied.

Detection: Check if you're using macOS configuration profiles for sign-in enforcement. If yes, your entire macOS fleet is compromised.

Immediate fix:

  1. Disable configuration profile enforcement temporarily
  2. Use alternative sign-in enforcement methods
  3. Update to Docker Desktop 4.30+ when the patch releases (expected Q4 2025)

Verification: Test with a blocked registry - if macOS users can pull when they shouldn't, you're affected.

Q

Windows containers are bypassing all restrictions

A

This is by design (Microsoft being Microsoft). Turn on "Use proxy for Windows Docker daemon" in Docker Desktop settings.

Gotcha: This setting is per-user and doesn't sync across machines. Every developer needs to enable it manually.

Enterprise fix: Deploy this setting via Group Policy or MDM. Don't trust developers to do it themselves.

Q

Performance is shit with 100+ developers

A

Docker Desktop's DNS interception doesn't scale well. Each lookup hits their servers before checking your allowlist.

Symptoms:

  • Slow docker pull even for cached images
  • Timeouts during parallel builds
  • Random connection failures under load

Mitigation:

  1. Reduce your allowlist to essential domains only
  2. Use registry mirrors when possible
  3. Consider switching to OPA Gatekeeper for Kubernetes workloads

Nuclear option: Disable RAM temporarily during peak hours if builds are timing out.

Log Forensics and Advanced Debugging

Finding the Real Problem When Docker Lies to You

The debugging process: systematic elimination of possible causes, from authentication to DNS to registry redirects.

Docker Desktop's error messages are about as helpful as a screen door on a submarine. When you get ECONNREFUSED, that could mean anything from DNS failures to policy violations to AWS being down. Here's how to actually figure out what's broken.

Docker Desktop Log Locations (Because They Hide This Shit)

Log file organization: Docker Desktop scatters logs across multiple files, each containing different types of events.

macOS: ~/Library/Containers/com.docker.docker/Data/log/
Windows: %APPDATA%\Docker\log\
**WSL2**: /mnt/c/Users/%USERNAME%/AppData/Roaming/Docker/log/

The useful logs:

  • host/log.log - Main Docker daemon logs
  • vm/dockerd.log - VM-specific issues (macOS/Windows)
  • vm/dns.log - DNS resolution attempts (this is gold for RAM debugging)

Most people check docker logs and give up. The real debugging happens in these system logs. Took me way too long to figure this out - Docker hides the useful stuff.

Systematic Debugging Process (That Actually Works)

Step 1: Confirm it's actually a RAM issue

## Test registry connectivity outside Docker
curl -I https://hub.docker.com/
## If this fails, it's not RAM - it's network/DNS
## Replace with your actual registry URL

Step 2: Check user authentication

docker info | grep -A 5 \"Username\"
## Should show org username, not personal account

Step 3: Enable verbose logging

## Docker Desktop > Settings > Docker Engine
{
  \"log-level\": \"debug\",
  \"log-driver\": \"local\"
}

Step 4: Reproduce and grep logs

## On macOS/Linux
grep -i \"registry\" ~/Library/Containers/com.docker.docker/Data/log/host/log.log | tail -20
## Look for \"policy denied\" or \"allowlist\" messages

The DNS Detective Work

RAM blocks at the DNS level, so you need to trace DNS resolution to see what's actually happening. Docker Desktop intercepts DNS requests and checks them against your policy before resolving.

Network tracing on macOS:

sudo tcpdump -i any port 53 | grep your-registry
## Shows DNS queries being made

Check what domains are actually being hit:

## Enable Docker debug logging, then run a pull
docker pull your-registry.com/image:tag --debug 2>&1 | grep -i \"resolv\\|dns\\|policy\"

I've seen builds fail because:

  • ECR redirected to *.cloudfront.net domains not in allowlist (happened during Black Friday traffic)
  • GitHub changed from docker.pkg.github.com to ghcr.io without warning (broke our entire CI for 6 hours)
  • Azure added new regional endpoints that weren't whitelisted (thanks Microsoft)
  • Artifactory's load balancer started using different backend domains (discovered this at 2 AM)

Registry-Specific Debugging Patterns

Authentication flow complexity: Each registry has its own redirect patterns and domain requirements that can trigger RAM blocks.

AWS ECR Hell:
ECR can redirect through 6+ domains during a single pull. Enable CloudTrail on your ECR repositories to see what domains are actually being hit:

aws logs filter-log-events \
  --log-group-name /aws/ecr/your-registry \
  --filter-pattern \"{ $.eventName = \\\"GetAuthorizationToken\\\" }\"

GitHub Container Registry Fuckery:
GitHub uses different domains for auth vs actual pulls. Check both:

  • ghcr.io - primary endpoint
  • pkg-containers.githubusercontent.com - where images actually live
  • *.githubusercontent.com - various CDN endpoints

If only one is whitelisted, you'll get weird partial failures.

The Authentication Nightmare

RAM only works when users are signed into the correct Docker organization. But Docker Desktop's sign-in state is fragile as hell.

Check actual org membership:

## Check Docker Hub authentication (requires Docker CLI login)
docker info | grep -A 5 \"Registry Mirrors\"
## Or check auth directly
cat ~/.docker/config.json | jq '.auths'

Common sign-in failures:

  • Personal Docker account cached from before joining org
  • Multiple orgs with different policies (only first one applies)
  • Personal Access Token expired (these expire!)
  • Organization Access Token used instead of PAT (doesn't work with RAM)

Performance Debugging at Scale

With 100+ developers, Docker's policy enforcement becomes a bottleneck. Each DNS lookup hits Docker's servers before checking allowlist.

Measure policy lookup latency:

time docker pull nginx:latest 2>/dev/null
## First pull tests policy + registry speed
## Second pull tests just policy (image cached)
time docker pull nginx:latest 2>/dev/null

If the second pull is still slow (>2 seconds), your allowlist is too big or Docker's policy servers are overloaded.

Network analysis:

## Check where policy lookups are going
netstat -an | grep 443 | grep -E \"(docker|index.docker)\"
## Should show connections to Docker's policy servers

Emergency Diagnosis Commands

When production is down and you need answers fast:

## Check current RAM policy status
docker system info | grep -i \"registry\\|policy\"

## Find what registry domains a build is actually trying to hit
docker build --progress=plain . 2>&1 | grep -i \"resolv\\|dns\" | sort | uniq

## See recent policy enforcement events
grep -i \"registry\\|allowlist\\|policy\" ~/.docker/log/host/log.log | tail -10

## Test if specific domain is allowed
docker pull scratch || echo \"If this fails, basic policy enforcement is working\"

The key is systematic elimination: confirm the user is authenticated correctly, verify the policy is active, trace the actual DNS requests being made, and check what domains the registry is redirecting to.

Most RAM debugging comes down to: "Docker said it tried to connect to X, but it actually tried to connect to Y, and only X is in your allowlist."

Additional debugging resources:

Advanced Production Scenarios

Q

My allowlist has 50+ entries and everything is slow as shit

A

Docker's policy enforcement doesn't scale well. Each registry check hits their servers, and with 50+ entries, that's 50+ API calls per build.

Immediate fix: Audit your allowlist. Remove unused registries (check Docker Hub analytics to see what's actually being pulled).

Long-term: Consolidate registries. Instead of team-specific registries, use registry namespaces: your-registry.com/team-a/*, your-registry.com/team-b/*.

Nuclear option: Switch to harbor or Artifactory with built-in access controls. RAM isn't designed for this scale.

Q

Developers are using `docker save/load` to bypass restrictions

A

Yeah, they'll do this. Someone pulls an image on their personal machine, saves it to a tarball, and loads it on their work machine.

Detection: Look for docker load events in logs, especially for images not in your allowlist.

Mitigation:

  • Enhanced Container Isolation (ECI) can detect and block this
  • Image signing requirements (Notary v2)
  • Network monitoring for large file transfers

Political solution: Make your approval process fast enough that this isn't worth the hassle.

Q

Multi-region AWS ECR is a clusterfuck with RAM

A

Each ECR region has different endpoints, and they redirect to different S3 buckets and CloudFront distributions. Your allowlist balloons quickly.

Pattern that works:

*.ecr.us-west-2.amazonaws.com
*.ecr.eu-west-1.amazonaws.com
*.dkr.ecr.amazonaws.com
s3.amazonaws.com
*.s3.amazonaws.com
production.cloudfront.net
*.cloudfront.net

Better solution: Use ECR's cross-region replication to consolidate regions.

Best solution: Private ECR endpoints with VPC routing. Bypass the whole public DNS nightmare.

Q

GitOps systems (ArgoCD/Flux) can't pull images after enabling RAM

A

GitOps controllers run in Kubernetes and don't use Docker Desktop, so RAM doesn't affect them directly. But if your GitOps system runs builds or needs to validate images, it's probably using a different Docker daemon.

Common issue: ArgoCD runs docker build in sidecars for custom tools. These builds fail because the sidecar doesn't have RAM policies.

Fix: Configure your GitOps system's Docker daemon with appropriate registry auth, or use registry mirrors that ArgoCD can access.

Alternative: Use image updater tools that don't need Docker daemon access.

Q

My security team wants to see what registries people are actually using

A

Docker Desktop logs everything, but the logs are local. For centralized monitoring:

Option 1: Collect Docker Desktop logs via Fluent Bit or similar:

## fluent-bit.conf
[INPUT]
    Name tail
    Path ~/.docker/log/host/log.log
    Tag docker.registry

Option 2: Use Docker Business analytics API (if available):

## This API is undocumented but works
curl -H \"Authorization: Bearer $DOCKER_TOKEN\" \
  \"https://hub.docker.com/v2/analytics/organizations/$ORG/events\"

Option 3: Network-level monitoring of Docker registry requests:

## Wireshark filter for registry traffic
tcp.port == 443 and tls.handshake.extensions_server_name contains \"docker\"
Q

Builds randomly fail with timeout errors during peak hours

A

Docker's policy servers sometimes can't handle load. This is especially bad around 9 AM PT when US developers start working.

Symptoms:

  • Builds succeed locally but fail in CI
  • Error messages mention timeouts, not policy violations
  • Happens mostly during business hours

Workaround: Retry failed builds automatically. The second attempt usually works because Docker caches policy responses.

Better fix: Implement registry mirrors that don't require policy checks for commonly-used base images.

Q

Some buildx operations work, others don't, and it makes no sense

A

Docker buildx has multiple drivers, and only some respect RAM policies:

  • docker driver: Uses Docker Desktop daemon, respects RAM
  • kubernetes driver: Uses in-cluster daemon, ignores RAM
  • docker-container driver: Depends on how it's configured

Check your driver: docker buildx ls

Force consistent behavior: docker buildx use default --driver docker

Enterprise solution: Use the same buildx configuration across all environments (CI, local, staging).

Q

My compliance team wants proof that developers cannot bypass RAM

A

Document these bypass methods that DON'T work:

  • /etc/hosts manipulation (DNS happens before this)
  • Direct IP addresses (blocked at resolution layer)
  • Local proxies (intercepted by Docker Desktop)
  • VPN changes (policy travels with user account)

Bypass methods that DO work (and how to prevent them):

  • Signing out of Docker Desktop → Enforce sign-in
  • docker save/load → Enhanced Container Isolation + image signing
  • Building on non-Desktop systems → Apply RAM to CI/CD systems too

Audit evidence: Docker logs show all registry access attempts, both allowed and denied. These can be shipped to your SIEM for compliance reporting.

Q

How do I detect if CVE-2025-4095 is affecting my macOS users?

A

Run this test on macOS machines with configuration profiles:

## Try to pull from a registry that should be blocked
docker pull malicious-registry.com/test-image:latest 2>&1

## If this succeeds when it shouldn't, you're compromised
## Check if configuration profiles are being used:
profiles -P | grep -i docker

Automated detection across fleet:

## Deploy this script via MDM to all macOS machines
#!/bin/bash
if profiles -P | grep -i docker >/dev/null; then
  echo \"WARNING: macOS configuration profile detected - CVE-2025-4095 risk\"
  # Test with known blocked registry
  if timeout 10 docker pull nginxproxy/nginx-proxy:latest >/dev/null 2>&1; then
    echo \"CRITICAL: RAM bypass confirmed - all policies ineffective\"
  fi
fi
Q

How can I verify my registry allowlist is actually working?

A

Test systematically with domains that should be blocked:

## These should all fail if RAM is working:
docker pull sketchy-registry.com/malware:latest
docker pull cryptocurrency-miner.herokuapp.com/bitcoin:mine
docker pull totally-not-suspicious.tk/backdoor:v1

## If any succeed, your policies aren't being enforced

Automated compliance testing:

## Add this to your CI pipeline
BLOCKED_REGISTRIES=\"evil.com suspicious.tk malware.herokuapp.com\"
for reg in $BLOCKED_REGISTRIES; do
  if timeout 5 docker pull $reg/test >/dev/null 2>&1; then
    echo \"SECURITY FAILURE: $reg should be blocked but isn't\"
    exit 1
  fi
done
echo \"RAM policies are properly enforced\"
Q

Emergency: Production is down, need to disable RAM immediately

A

Docker Desktop UI: Settings → Resource → Registries → Disable (takes 10-30 seconds)

Command line:

## This works if you have org admin rights
docker logout
docker login --username your-personal-account
## Now RAM policies don't apply

Nuclear option: Uninstall Docker Desktop entirely, install Docker CE. This bypasses all Desktop policies but also loses other Business features.

Re-enable safely: Fix your allowlist first, then re-enable RAM. Don't just flip it back on or you'll break everything again.

Monitoring and Incident Response

Building Alerts That Actually Help (Instead of Just Creating Noise)

Monitoring strategy: Focus on policy performance and access patterns, not just traditional container metrics.

Most Docker monitoring focuses on containers and images. Nobody thinks about monitoring the fucking registry access until it breaks production at 2 AM. Here's how to set up monitoring that catches RAM issues before they become incidents.

Log Collection and SIEM Integration

Docker Desktop logs are scattered across user machines, which is useless for monitoring. Learned this lesson when trying to debug a company-wide outage from individual developer machines - nightmare fuel.

Fluent Bit configuration for Docker Desktop logs:

## fluent-bit.conf
[INPUT]
    Name tail
    Path /Users/*/Library/Containers/com.docker.docker/Data/log/host/log.log
    Tag docker.desktop.host
    Multiline On
    Parser_Firstline docker_timestamp

[INPUT]
    Name tail
    Path /Users/*/Library/Containers/com.docker.docker/Data/log/vm/dns.log
    Tag docker.desktop.dns

[FILTER]
    Name grep
    Match docker.desktop.*
    Regex log (registry|allowlist|policy|ECONNREFUSED)

[OUTPUT]
    Name splunk
    Match docker.desktop.*
    Host your-splunk.com
    Port 8088
    Token your-hec-token

Windows version (because Windows is special):

[INPUT]
    Name winlog
    Channels Application
    Query \"Event[System[Provider[@Name='Docker Desktop']]]\"

Event monitoring priorities: Track policy denials, authentication failures, and performance impacts that indicate RAM issues.

Key events to monitor:

  • policy denied - Someone tried to access blocked registry
  • allowlist updated - Policy changes (track who/when)
  • authentication failed - Sign-in issues
  • dns resolution timeout - Network/performance problems
  • configuration profile bypass - CVE-2025-4095 exploitation attempts (macOS)
  • policy check skipped - Potential RAM bypass indicators

Splunk Searches That Don't Suck

Registry access violations:

source=\"docker:desktop:*\" \"policy denied\" OR \"registry blocked\"
| stats count by registry, user, host
| sort -count

Performance issues:

source=\"docker:desktop:dns\" \"timeout\" OR \"slow response\"
| timechart span=1h count by registry
| where count > 10

Authentication problems:

source=\"docker:desktop:*\" (\"authentication failed\" OR \"sign-in required\")
| stats count by user, error_type
| where count > 5

Policy change tracking:

source=\"docker:desktop:*\" \"allowlist updated\"
| eval change_time=_time
| table change_time, user, registry_added, registry_removed

CVE-2025-4095 detection (macOS configuration profile bypass):

source=\"docker:desktop:*\" host=\"*.local\" (\"configuration profile\" OR \"policy check skipped\" OR \"enforcement bypassed\")
| stats count by host, user
| where count > 0
| eval severity=\"CRITICAL - RAM bypass detected\"

Alerting Rules (Based on Actual Production Pain)

Critical Alert: Mass registry failures

## Prometheus AlertManager
- alert: DockerRAMCritical
  expr: increase(docker_registry_blocked_total[10m]) > 50
  for: 2m
  annotations:
    summary: \"High number of Docker registry blocks\"
    description: \"{{ $value }} registry access attempts blocked in 10 minutes\"
    runbook: \"Check if new policy was deployed or registry is down\"

Warning: Authentication issues

- alert: DockerRAMAuthIssues
  expr: increase(docker_auth_failed_total[30m]) > 10
  for: 5m
  annotations:
    summary: \"Docker authentication failures increasing\"
    description: \"Users may not be signed into correct org\"

Info: Policy changes

- alert: DockerRAMPolicyChange
  expr: increase(docker_policy_updated_total[1h]) > 0
  for: 0m  # Immediate notification
  annotations:
    summary: \"Docker RAM policy updated\"
    description: \"Registry allowlist was modified\"

Critical: CVE-2025-4095 exploitation detected

- alert: DockerRAMBypassCVE
  expr: increase(docker_ram_bypass_attempts_total[5m]) > 0
  for: 0m  # Immediate notification
  labels:
    severity: critical
  annotations:
    summary: \"Docker RAM bypass detected - CVE-2025-4095\"
    description: \"macOS configuration profile bypassing RAM policies on {{ $labels.instance }}\"
    runbook: \"Immediate action required - disable configuration profiles\"

Custom Metrics from Docker Desktop

Docker Desktop doesn't expose Prometheus metrics by default, but you can extract them from logs:

Log parsing script:

#!/bin/bash
## docker-ram-metrics.sh
## Run this on each developer machine, ship metrics to your monitoring system

LOGFILE=\"$HOME/Library/Containers/com.docker.docker/Data/log/host/log.log\"

## Count registry denials in last hour
DENIALS=$(grep -c \"policy denied\" \"$LOGFILE\" | tail -1)
echo \"docker_registry_denied_count $DENIALS\"

## Count successful pulls
PULLS=$(grep -c \"pull complete\" \"$LOGFILE\" | tail -1)
echo \"docker_pulls_total $PULLS\"

## Average policy check time
POLICY_TIME=$(grep \"policy check\" \"$LOGFILE\" | awk '{print $NF}' | awk '{sum+=$1; n++} END {print sum/n}')
echo \"docker_policy_check_duration_seconds $POLICY_TIME\"

Ship to DataDog:

## Add to above script
curl -X POST \"https://api.datadoghq.com/api/v1/series\" \
  -H \"Content-Type: application/json\" \
  -H \"DD-API-KEY: $DD_API_KEY\" \
  -d \"{\\"series\\": [{\\"metric\\": \\\

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