Collecting data in real-time plays a crucial role in securing, monitoring, and troubleshooting applications. This real-time data, often referred to as 'runtime data,' provides unique insights into the application’s behavior, which aren’t available through other collection techniques.

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Collecting runtime data presents challenges such as dealing with multiple programming languages, different deployment platforms, low-friction deployment and maintenance, and integrating new data collection mechanisms without harming existing ones.

The Challenges of Collecting Runtime Data

1. Dealing with multiple programming languages

2. Dealing with different deployment platforms

3. Low-friction deployment and maintenance

4. Integrating new data collection mechanisms without harming existing ones