Design a Real-time Sentiment Analysis Platform — System Design Interview Practice
Design a platform that analyzes sentiment from social media, reviews, and customer feedback in real-time, detecting emotions, aspect-level opinions, and trend shifts across brands and topics. Work through the requirements, architecture trade-offs, and an interactive design review.
Requirements and concepts to consider
- Analyze sentiment from social media streamsRequirement
- Perform aspect-based sentiment analysisRequirement
- Detect emotion categories (joy, anger, fear, etc.)Requirement
- Track sentiment trends over timeRequirement
- Handle sarcasm and context-dependent languageRequirement
- Support multiple social platforms and data sourcesRequirement
- Generate automated sentiment reportsRequirement
- Alert on significant sentiment shiftsRequirement
- mlConcept to explore
- sentiment analysisConcept to explore
- nlpConcept to explore
- social mediaConcept to explore
- real timeConcept to explore
- text analyticsConcept to explore