diff --git a/src/litdata/debugger.py b/src/litdata/debugger.py
index d7dfe77c..d5c36061 100644
--- a/src/litdata/debugger.py
+++ b/src/litdata/debugger.py
@@ -14,6 +14,7 @@
 import logging
 import os
 import sys
+from datetime import datetime, timedelta
 from functools import lru_cache
 from typing import Tuple
 
@@ -32,6 +33,26 @@ def get_logger_level(level: str) -> int:
     raise ValueError(f"Invalid log level: {level}. Valid levels: {list(logging._nameToLevel.keys())}.")
 
 
+class TimeWindowFilter(logging.Filter):
+    """Filter log records based on a time window."""
+
+    def __init__(self, start_time: int = None, end_time: int = None):
+        """Initialize the filter with start and end time in seconds."""
+        super().__init__()
+        self.start = datetime.now()
+        self.start_time = timedelta(seconds=start_time) if start_time else timedelta(seconds=0)
+        self.end_time = timedelta(seconds=end_time) if end_time else None
+        if self.end_time and self.start_time > self.end_time:
+            raise ValueError("Start time must be less than or equal to end time.")
+
+    def filter(self, record: logging.LogRecord) -> bool:
+        now = datetime.now()
+        elapsed = now - self.start
+        if self.end_time:
+            return self.start_time <= elapsed <= self.end_time
+        return elapsed >= self.start_time
+
+
 class LitDataLogger:
     def __init__(self, name: str):
         self.logger = logging.getLogger(name)
@@ -54,25 +75,31 @@ def setup_logger(self) -> None:
 
         self.logger.setLevel(self.log_level)
 
-        # Console handler
-        console_handler = logging.StreamHandler(sys.stdout)
-        console_handler.setLevel(self.log_level)
-
-        # File handler
-        file_handler = logging.FileHandler(self.log_file)
-        file_handler.setLevel(self.log_level)
-
         # Log format
         formatter = logging.Formatter(
             "ts:%(created)s; logger_name:%(name)s; level:%(levelname)s; PID:%(process)d; TID:%(thread)d; %(message)s"
         )
         # ENV - f"{WORLD_SIZE, GLOBAL_RANK, NNODES, LOCAL_RANK, NODE_RANK}"
-        console_handler.setFormatter(formatter)
-        file_handler.setFormatter(formatter)
 
-        # Attach handlers
+        # Time window filter
+        start_time = int(os.getenv("LITDATA_LOG_START_TIME", 0))
+        end_time = os.getenv("LITDATA_LOG_END_TIME")
+        end_time = int(end_time) if end_time else None
+        time_window_filter = TimeWindowFilter(start_time, end_time)
+
+        # Console handler
         if _PRINT_DEBUG_LOGS:
+            console_handler = logging.StreamHandler(sys.stdout)
+            console_handler.setLevel(self.log_level)
+            console_handler.setFormatter(formatter)
+            console_handler.addFilter(time_window_filter)
             self.logger.addHandler(console_handler)
+
+        # File handler
+        file_handler = logging.FileHandler(self.log_file)
+        file_handler.setLevel(self.log_level)
+        file_handler.setFormatter(formatter)
+        file_handler.addFilter(time_window_filter)
         self.logger.addHandler(file_handler)
 
 
@@ -120,6 +147,8 @@ def env_info() -> dict:
 # thread_state_runnable: {r: 133, g: 160, b: 210},
 # ....
 class ChromeTraceColors:
+    """Predefined Chrome tracing colors."""
+
     PINK = "thread_state_iowait"
     GREEN = "thread_state_running"
     LIGHT_BLUE = "thread_state_runnable"