For VPSs using CN2 lines, the first priority is to clarify traffic characteristics: traffic exported to China mainland via CN2 can reduce latency and packet loss. Operations and maintenance must provide link quality data (latency, packet loss, bandwidth ladder), and developers should formulate content distribution strategies based on traffic spectrum. Recommended method:
Bandwidth and traffic layering
Static resources are processed via CDN, while VPC/VPS links are reserved for API/dynamic requests; During peak periods, use current limiting and circuit breakers. For large file transfers (backup, mirroring), use off-peak windows or dedicated links.
Link monitoring and switching strategies
Deploy proactive monitoring (ping, tcping, mtr) and incorporate results into automated alerts; For cross-border link fluctuations, set fallback to backup outlets or multi-line load balancing.

Engineering collaboration recommendations
Dev simulates cross-border latency in local/test environments in advance, Ops provides logs and packet capture for network issues, and both parties agree on SLAs, troubleshooting steps, and optimization responsibilities in the issue sheet.
ForVPS deployments based on CN2, CI/CD must focus on the stability and security of image building, transmission, and remote execution. The assembly line should be repeatable, traceable, and support zero downtime or rapid rollback.
Core elements of the assembly line
Consistency is ensured using mirroring (Docker/OCI); Construct products stored in private warehouses and enable image signatures; Adding built-in caches to pipelines to reduce cross-border pull frequency.
Phased deployment and rollback
Adopt blue-green or grayscale release strategies, first validating at low-traffic nodes before gradually scaling up; Each release generates a usable tag and automatically retains the previous available version; rollback should be completed within 1-3 minutes.
Collaboration process recommendations
Dev is responsible for measurable migration scripts and health check endpoints, while Ops manages pipeline runner nodes and keys, both simultaneously approving and rehearsing rollback walkthroughs during change requests.
When deploying on overseas nodes, it is necessary to balance host security, link security, and application security. Clarify responsibilities: Ops is responsible for network and host baselines (firewall, OS hardening, patching), while Dev is responsible for application layer security (input validation, authentication authorization, key management).
Hardening the host and network layers
Enable firewall whitelisting, restrict SSH access (only allowing skip machines or using keys), use fail2ban, and minimize ports and services; Forced intranet encryption (IPsec/VPN) or TLS channels.
Sensitive data and permission management
Use secret management (Vault/KMS), and do not hardcode credentials in CI/CD; Adopt the principle of least privilege and audit logs, with key rotation periodically.
Compliance and audit
In line with compliance requirements (such as personal information protection) at the business location and data exchange location, both parties jointly conduct security audits, vulnerability scans, and emergency drills every quarter.
Observability should cover infrastructure, network links, application performance, and business metrics. Unified metrics and log formats, establishing shared alarm rules and response processes to avoid fatigue caused by alarm noise.
Unified metrics and tracking
Define unified SLI/SLO and use Prometheus + Grafana to collect hosts and business metrics; Deploy distributed tracing (Jaeger/Zipkin) to locate cross-service latency, with particular attention to cross-border link anomalies.
Centralized logging and retrieval
Centralized logs (ELK/EFK) and enabled structured logging, setting retention policies and permissions, and supporting log retrieval by release version for quick retrospective.
Alerting and collaborative practices
Alarm levels (P0/P1/P2) automatically include the most recent deployment record and change order number in the alert; Establish SRE/Dev on-call collaborative processes, clarify relay personnel, and specify processing timelines.
Develop a clear incident response process (IR), including detection, notification, location, mitigation, root cause analysis, and improvement. Both sides need to rehearse in advance and have executable recovery scripts.
Rapid localization and mitigation
Using health checks and automatic rollback strategies to trigger automatic isolation or srunting when a critical SLI decline is detected; Operations and maintenance provide real-time network diagnostics at the link level, and development offers rapid de-escalation solutions (feature toggle).
Recovery and follow-up review
After recovery, immediately keep snapshots and logs, and both parties complete RCA (root cause analysis) within 24-48 hours, generate an incident report, and incorporate preventive measures into the release process.
Practice and improvement
Regular desktop and on-site recovery drills are conducted to assess recovery time (RTO) and data recovery points (RPO), and incorporate the results into CI/CD and operations runway improvement plans.
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