diff --git a/tools/deployment/presto-clp/scripts/generate-split-filter-file.py b/tools/deployment/presto-clp/scripts/generate-split-filter-file.py
new file mode 100644
index 0000000000..a0241bfdae
--- /dev/null
+++ b/tools/deployment/presto-clp/scripts/generate-split-filter-file.py
@@ -0,0 +1,197 @@
+import argparse
+import json
+import logging
+import sys
+from pathlib import Path
+from typing import Dict, Final, List, Optional, TypedDict
+
+# CONSTANTS
+ANSI_BOLD: Final[str] = "\033[1m"
+ANSI_RESET: Final[str] = "\033[0m"
+DEFAULT_TIMESTAMP_KEY: Final[str] = "timestamp"
+DEFAULT_REQUIRED: Final[bool] = False
+
+# Set up console logging
+logging_console_handler = logging.StreamHandler()
+logging_formatter = logging.Formatter(
+    "%(asctime)s.%(msecs)03d %(levelname)s [%(module)s] %(message)s", datefmt="%Y-%m-%dT%H:%M:%S"
+)
+logging_console_handler.setFormatter(logging_formatter)
+
+# Set up root logger
+root_logger = logging.getLogger()
+root_logger.setLevel(logging.INFO)
+root_logger.addHandler(logging_console_handler)
+
+# Create logger
+logger = logging.getLogger(__name__)
+
+
+class RangeMapping(TypedDict):
+    lowerBound: str
+    upperBound: str
+
+
+class CustomOptions(TypedDict):
+    rangeMapping: RangeMapping
+
+
+class SplitFilterRule(TypedDict):
+    columnName: str
+    customOptions: CustomOptions
+    required: bool
+
+
+SplitFilterDict = Dict[str, List[SplitFilterRule]]
+DEFAULT_RANGE_MAPPING: Final[RangeMapping] = {
+    "lowerBound": "begin_timestamp",
+    "upperBound": "end_timestamp",
+}
+DEFAULT_CUSTOM_OPTIONS: Final[CustomOptions] = {"rangeMapping": DEFAULT_RANGE_MAPPING}
+
+
+def validate_dir(path: Path, label: str) -> bool:
+    """
+    Determines whether or not the path exists and whether or not it is a directory. If either of
+    those are false, logs error message with path and returns False.
+
+    :param path:
+    :param label:
+    :param logger:
+    :return: True if path exists and is a directory; False if either of those are not true.
+    """
+    if not path.exists():
+        logger.error("%s directory does not exist: %s", label, path)
+        return False
+    if not path.is_dir():
+        logger.error("%s path is not a directory: %s", label, path)
+        return False
+    return True
+
+
+def main(argv=None) -> int:
+    if argv is None:
+        argv = sys.argv
+
+    args_parser = argparse.ArgumentParser(
+        description="Generates a split filter file for all user-configured datasets."
+    )
+    args_parser.add_argument(
+        "--clp-package-dir", help="CLP package directory.", required=True, type=Path
+    )
+    args_parser.add_argument(
+        "--output-file", help="Path for the split filter file.", required=True, type=Path
+    )
+
+    parsed_args = args_parser.parse_args(argv[1:])
+    clp_package_dir: Path = parsed_args.clp_package_dir.resolve()
+    archives_dir = clp_package_dir / "var" / "data" / "archives"
+    json_output_file: Path = parsed_args.output_file.resolve()
+    out_dir = json_output_file.parent
+
+    if not validate_dir(archives_dir, "Archives"):
+        return 1
+    if not validate_dir(out_dir, "Output"):
+        return 1
+
+    if json_output_file.exists() and json_output_file.is_dir():
+        logger.error("Output path is a directory: %s", json_output_file)
+        return 1
+
+    datasets = _get_dataset_names(archives_dir)
+    if datasets == None:
+        logger.error("No datasets found in %s. Did you compress any logs yet?", archives_dir)
+        return 1
+
+    try:
+        timestamp_keys_by_dataset = _prompt_timestamp_keys(datasets)
+    except KeyboardInterrupt:
+        logger.error("Interrupted while collecting timestamp keys.")
+        return 1
+
+    split_filters = _construct_split_filters(datasets, timestamp_keys_by_dataset)
+    if split_filters is None:
+        logger.error("Missing timestamp key(s) for dataset(s).")
+        return 1
+
+    try:
+        with open(json_output_file, "w") as json_file:
+            json.dump(split_filters, json_file, indent=2)
+    except OSError as e:
+        logger.error("Failed to write output file %s: %s", json_output_file, e)
+        return 1
+
+    return 0
+
+
+def _get_dataset_names(archives_dir: Path) -> Optional[List[str]]:
+    """
+    Return the names of first-level subdirectories in <clp-package-dir>/var/data/archives. Each
+    subdirectory name is treated as a dataset name.
+
+    :param archives_dir:
+    :return: List of dataset names. None if there are no directories within
+    <clp-package-dir>/var/data/archives.
+    """
+
+    datasets = sorted([p.name for p in archives_dir.iterdir() if p.is_dir()])
+    return datasets if len(datasets) >= 1 else None
+
+
+def _prompt_timestamp_keys(datasets: List[str]) -> Dict[str, str]:
+    """
+    Prompt the user to provide the timestamp key for each dataset. If the user doesn't provide one,
+    falls back to `DEFAULT_TIMESTAMP_KEY`.
+
+    :param datasets:
+    :return: mapping of `dataset` -> `timestamp_keys`.
+    """
+    print(
+        "\nPlease enter the timestamp key that corresponds to each of your archived datasets."
+        "\nPress <Enter> to accept the default key.\n"
+    )
+
+    data_time_pairs: Dict[str, str] = {}
+    for dataset in datasets:
+        user_input = input(
+            f">>> {ANSI_BOLD}{dataset}{ANSI_RESET} [default key: {ANSI_BOLD}{DEFAULT_TIMESTAMP_KEY}{ANSI_RESET}]: "
+        )
+        key = DEFAULT_TIMESTAMP_KEY if 0 == len(user_input) else user_input
+        data_time_pairs[dataset] = key
+
+    return data_time_pairs
+
+
+def _construct_split_filters(
+    datasets: List[str],
+    timestamp_keys: Dict[str, str],
+) -> Optional[SplitFilterDict]:
+    """
+    Constructs a split filter for each dataset using a per-dataset timestamp key.
+
+    :param datasets:
+    :param timestamp_keys: Mapping from dataset name -> timestamp key.
+    :return: A SplitFilterDict containing all the SplitFilterRule objects for the JSON file.
+    :return: A `SplitFilterDict` containing all the `SplitFilterRule` objects for the JSON file, or
+    None if there are any datasets that don't have an associated timestamp key.
+    """
+
+    missing = [d for d in datasets if d not in timestamp_keys]
+    if len(missing) != 0:
+        logger.error("Missing timestamp key(s) for dataset(s): %s", ", ".join(missing))
+        return None
+
+    split_filters: SplitFilterDict = {}
+    for dataset in datasets:
+        rule: SplitFilterRule = {
+            "columnName": timestamp_keys[dataset],
+            "customOptions": DEFAULT_CUSTOM_OPTIONS,
+            "required": DEFAULT_REQUIRED,
+        }
+        split_filters[f"clp.default.{dataset}"] = [rule]
+
+    return split_filters
+
+
+if "__main__" == __name__:
+    sys.exit(main(sys.argv))
diff --git a/tools/deployment/presto-clp/scripts/set-up-config.sh b/tools/deployment/presto-clp/scripts/set-up-config.sh
index 9259dd9f9b..9ef3918537 100755
--- a/tools/deployment/presto-clp/scripts/set-up-config.sh
+++ b/tools/deployment/presto-clp/scripts/set-up-config.sh
@@ -26,3 +26,8 @@ echo "Generating config files corresponding to user-configured properties..."
 python3 "${script_dir}/init.py" \
     --clp-package-dir "${clp_package_dir}" \
     --output-file "${script_dir}/../.env"
+
+echo "Generating split filter file for user-configured datasets..."
+python3 "${script_dir}/generate-split-filter-file.py" \
+    --clp-package-dir "${clp_package_dir}" \
+    --output-file "${script_dir}/../coordinator/config-template/split-filter.json"