diff --git a/litellm/router_strategy/provider_budgets.py b/litellm/router_strategy/provider_budgets.py
index 65b1e3c97..002e2d1c4 100644
--- a/litellm/router_strategy/provider_budgets.py
+++ b/litellm/router_strategy/provider_budgets.py
@@ -51,6 +51,7 @@ DEFAULT_REDIS_SYNC_INTERVAL = 60
 class ProviderBudgetLimiting(CustomLogger):
     def __init__(self, router_cache: DualCache, provider_budget_config: dict):
         self.router_cache = router_cache
+        self.last_synced_values = {}  # To track last synced values for each key
         asyncio.create_task(self.periodic_sync_in_memory_spend_with_redis())
 
         # cast elements of provider_budget_config to ProviderBudgetInfo
@@ -217,10 +218,9 @@ class ProviderBudgetLimiting(CustomLogger):
             f"Incrementing spend for {spend_key} by {response_cost}, ttl: {ttl_seconds}"
         )
         # Increment the spend in Redis and set TTL
-        await self.router_cache.async_increment_cache(
+        await self.router_cache.in_memory_cache.async_increment(
             key=spend_key,
             value=response_cost,
-            ttl=ttl_seconds,
         )
         verbose_router_logger.debug(
             f"Incremented spend for {spend_key} by {response_cost}, ttl: {ttl_seconds}"
@@ -244,6 +244,55 @@ class ProviderBudgetLimiting(CustomLogger):
                     DEFAULT_REDIS_SYNC_INTERVAL
                 )  # Still wait 5 seconds on error before retrying
 
+    async def _push_in_memory_increments_to_redis(self):
+        """
+        Sync in-memory spend to Redis.
+
+        Pushes all increments from in-memory counter to Redis and resets the counter.
+        """
+        try:
+            if not self.router_cache.redis_cache:
+                return  # Redis is not initialized
+
+            # Build cache keys for all providers
+            cache_keys = [
+                f"provider_spend:{provider}:{config.time_period}"
+                for provider, config in self.provider_budget_config.items()
+                if config is not None
+            ]
+
+            # Fetch current in-memory values
+            current_values = (
+                await self.router_cache.in_memory_cache.async_batch_get_cache(
+                    keys=cache_keys
+                )
+            )
+
+            for key, current_value in zip(cache_keys, current_values):
+                if current_value is None:
+                    continue  # Skip keys with no in-memory value
+
+                # Get the last synced value (default to 0 if not synced before)
+                last_synced = self.last_synced_values.get(key, 0.0)
+
+                # Calculate the delta to push to Redis
+                delta = float(current_value) - last_synced
+                if delta > 0:  # Only push if there is a positive increment
+                    await self.router_cache.redis_cache.async_increment(
+                        key=key, value=delta
+                    )
+                    verbose_router_logger.debug(
+                        f"Pushed delta to Redis for {key}: {delta} (last synced: {last_synced}, current: {current_value})"
+                    )
+
+                    # Update last synced value
+                    self.last_synced_values[key] = float(current_value)
+
+        except Exception as e:
+            verbose_router_logger.error(
+                f"Error syncing in-memory cache with Redis: {str(e)}"
+            )
+
     async def _sync_in_memory_spend_with_redis(self):
         """
         Ensures in-memory cache is updated with latest Redis values for all provider spends.
@@ -263,6 +312,8 @@ class ProviderBudgetLimiting(CustomLogger):
             if self.router_cache.redis_cache is None:
                 return
 
+            await self._push_in_memory_increments_to_redis()
+
             # Get all providers and their budget configs
             cache_keys = []
             for provider, config in self.provider_budget_config.items():