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Below is a comparative breakdown of how different system architectures handle, filter, and prevent corrupted search strings from breaking site search features: System Layer Cause of Failure Programmatic Solution Expected Outcome Missing URL encoding Implement encodeURIComponent() Valid query strings SQL Database Column length overflow Alter table to use flexible TEXT data types Prevention of truncated strings Application API Loose JSON parsing parameters Strict validation schemas via middleware Automatic rejection of malformed tokens Search Engine (Elastic) Raw token ingestion Apply custom tokenizers and phonetic filters Soft matching to closest sensible terms