To identify bottlenecks in cross-border access, the first step is to establish a set of quantifiable metrics, including Round-Trip Time (RTT), packet loss rate, throughput, and Time To First Byte (TTFB). A common approach is to collect real access data from different network environments in Yanbian—such as Telecom, Unicom, and Mobile—and combine this with baseline measurements and segmented tracking efforts, from the client side all the way through to DNS, CDN, and the origin server.
Recommended tools: Use a combination of domestic and international monitoring tools (such as Ping, Traceroute, MTR, and HTTP/3 probes), as well as compliant third-party monitoring platforms, to collect data on long-term trends. By breaking down the process into segments (DNS resolution, TCP handshake, TLS negotiation, application response), it is possible to determine whether the issue lies in slow DNS resolution, lengthy network forwarding, or slow server processing.
(1) DNS resolution time ; (2) Quality of domestic backbone links used for exports to Japan ; (3) Is there any congestion in international export bandwidth? ; (4) Network configuration of cloud instances (such as MTU, KeepAlive) ; (5) Application layer response time. These points can help you decide whether to focus on network optimization or on application/cache optimization.
At the network level, Anycast combined with intelligent routing should be prioritized. Data centers in Japan that have excellent interconnection with major Chinese operators should be selected, and overseas/local acceleration nodes should be deployed as well. Using dedicated lines or direct connection services provided by cloud vendors (such as Cloud Dedicated Line or Direct Connect) can reduce the number of hops over the public internet and minimize packet loss, thereby lowering RTT and jitter.
(1) Deploy edge nodes for multi-region redundancy: In addition to the main servers in Japan, add edge nodes in Hong Kong, Tokyo, or locations within China close to Yanbian for caching static content and APIs ; (2) Enable HTTP/3 (QUIC) and TLS 1.3 to reduce connection establishment latency ; (3) Adjust TCP parameters (window size, congestion control) and enable KeepAlive to reduce the overhead associated with connection reestablishment.
By using BGP multi-line connections with multiple ISPs or by purchasing higher-quality international outbound bandwidth, it is possible to significantly reduce the instability of cross-border routes. When necessary, third-party acceleration services or SD-WAN can be utilized to optimize routes and enable link switching.
The key to controlling costs lies in reducing unnecessary data exports and optimizing the use of instances and storage. First, compress, merge, and cache static resources to reduce data usage. Enabling Brotli/Gzip compression, as well as image format conversions to WebP/AVIF and lazy loading, can help reduce bandwidth usage.
(1) Select the appropriate instance billing mode: By combining on-demand instances with monthly subscription and spot instances, it is possible to achieve a balance between stability and cost ; (2) Utilize object storage tiering strategies (hot and cold storage) along with lifecycle rules to reduce high-frequency data access and storage costs ; (3) Enable peak traffic control and CDN cache hit rate monitoring to prevent excessive bandwidth costs caused by sudden spikes in traffic.
Additionally, considering placing high-traffic static content in regions outside of Japan where costs are lower, or using third-party CDN services to reduce outbound fees, would be beneficial. Wherever possible, implementing differentiated routing to direct non-critical traffic through lower-cost pathways would also help optimize costs.
By appropriately organizing cache content and managing cache strategies, it is possible to maximize the performance and cost benefits offered by CDN. Place static resources, images, videos, and common dependencies on a CDN and set long caching policies for them. For dynamic content, use edge computing or short TTL policies ; Using cache key customization for user-specific content helps prevent cache penetration.
(1) Cache layering: The combination of browser caching, Edge CDN caching, and origin-pull caching ; (2) Set appropriate Cache-Control and ETag headers to avoid unnecessary requests to the origin server ; (3) Utilize CDN compression and image processing features (on-demand cropping/format conversion) to reduce the amount of data that needs to be fetched from the origin server ; (4) For API interfaces, Edge Side Includes (ESI) or incremental caching strategies can be employed to maintain dynamism while improving cache hit rates.
Continuous optimization requires a closed-loop approach: Monitoring → Analysis → Optimization → Verification. Create region-based performance dashboards that include metrics such as RTT, packet loss, request volume, CDN hit rate, and bandwidth costs, and set alert thresholds for these indicators. Automate the regular adjustment of caching strategies, traffic distribution, and scaling rules through scripts to minimize delays caused by manual intervention.
In addition, regular routing and link health checks should be conducted, multiple outbound paths should be maintained, and automated switching rules should be configured ; In terms of cost control, regularly assess bandwidth usage, instance utilization rates, and the proportion of data stored as cold data. Implement automated scaling and mechanisms for reclaiming idle resources to minimize waste. Finally, use A/B testing to evaluate the cost-effectiveness of new protocols (such as HTTP/3) or optimization measures, ensuring that each improvement is accompanied by clear improvements in both performance and cost.
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