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Part 1 explored horizontal scaling at the application layer. This part focuses on database scaling to handle increased read/write demands accompanying application growth. We'll examine replication techniques and common pitfalls.
Key Concepts:
Database Optimization:
Optimization remains paramount. Effective strategies include:
users_basic
, users_additional
).Contextual server grouping enhances query cache effectiveness. Group servers based on application functionality (e.g., chat, games, user accounts). This allows for tailored resource allocation and optimized caching for different parts of the application. For instance, a high-traffic game section might receive more servers than a less frequently accessed user account section. This approach also facilitates dynamic server reallocation based on demand.
Master-Slave Replication (MSR):
MSR is a common database feature (often built-in). The process involves:
This division of labor prevents server overload. Many modern databases (MariaDB, MySQL) enable MSR by default.
Separating Reads and Writes:
To leverage MSR, separate read and write connections are needed. This can be implemented through configuration management (e.g., using a service container to manage database connections). For reads, a random slave can be selected, with error handling and failover mechanisms to ensure continuous operation. Sophisticated implementations might incorporate slave load monitoring to select the least utilized slave. Example code (pseudocode) illustrates this:
<code class="language-php">// ... (Service container setup for database connections) ... // Slave selection with failover and load monitoring (pseudocode) $validSlaves = $this->getAvailableSlaves(); // Method to get healthy slaves $slave = null; while (!$slave && !empty($validSlaves)) { $randomSlave = array_rand($validSlaves); try { $slave = new PDO(...$validSlaves[$randomSlave]...); } catch (PDOException $e) { unset($validSlaves[$randomSlave]); // Remove unhealthy slave // Log error and potentially notify administrators } } if (!$slave) { throw new Exception("No available slaves"); // Handle critical error } // ... (Use $slave for read operations) ...</code>
Read/Write Sync Delays:
Sync delays between master and slaves can cause data inconsistency. Workarounds include accepting a degree of approximation, especially when immediate read accuracy isn't critical.
Master Failure:
Master failure is handled through failover: a slave is promoted to master. This requires architectural adjustments and may result in minimal data loss. The failed master is then reconfigured as a slave.
Conclusion:
This part covered database replication and clustering. Combined with Part 1, this provides a foundational understanding of horizontal scaling. Further exploration of advanced techniques is encouraged.
Frequently Asked Questions (FAQs):
(The FAQs from the original input are omitted here to avoid redundancy, as they are already adequately addressed within the revised and expanded answer.)
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