diff --git a/data/hu.kramo.Cartridges.gschema.xml.in b/data/hu.kramo.Cartridges.gschema.xml.in
index c56b82b..9de7f7b 100644
--- a/data/hu.kramo.Cartridges.gschema.xml.in
+++ b/data/hu.kramo.Cartridges.gschema.xml.in
@@ -88,11 +88,8 @@
       </choices>
       <default>"a-z"</default>
     </key>
-    <key name="steam-api-tokens" type="i">
-      <default>200</default>
-    </key>
-    <key name="steam-api-tokens-timestamp" type="i">
-      <default>0</default>
+    <key name="steam-limiter-tokens-history" type="s">
+      <default>"[]"</default>
     </key>
   </schema>
 </schemalist>
\ No newline at end of file
diff --git a/src/utils/rate_limiter.py b/src/utils/rate_limiter.py
index 9332691..1a537a8 100644
--- a/src/utils/rate_limiter.py
+++ b/src/utils/rate_limiter.py
@@ -1,16 +1,74 @@
-from typing import Optional
+from typing import Optional, Sized
 from threading import Lock, Thread, BoundedSemaphore
-from time import sleep
+from time import sleep, time
 from collections import deque
 from contextlib import AbstractContextManager
 
 
-class TokenBucketRateLimiter(AbstractContextManager):
+class PickHistory(Sized):
+    """Utility class used for rate limiters, counting how many picks
+    happened in a given period"""
+
+    PERIOD: int
+
+    timestamps: list[int] = None
+    timestamps_lock: Lock = None
+
+    def __init__(self, period: int) -> None:
+        self.PERIOD = period
+        self.timestamps = []
+        self.timestamps_lock = Lock()
+
+    def remove_old_entries(self):
+        """Remove history entries older than the period"""
+        now = time()
+        cutoff = now - self.PERIOD
+        with self.timestamps_lock:
+            self.timestamps = [entry for entry in self.timestamps if entry > cutoff]
+
+    def add(self, *new_timestamps: Optional[int]):
+        """Add timestamps to the history.
+        If none given, will add the current timestamp"""
+        if len(new_timestamps) == 0:
+            new_timestamps = (time(),)
+        with self.timestamps_lock:
+            self.timestamps.extend(new_timestamps)
+
+    def __len__(self) -> int:
+        """How many entries were logged in the period"""
+        self.remove_old_entries()
+        with self.timestamps_lock:
+            return len(self.timestamps)
+
+    @property
+    def start(self) -> int:
+        """Get the time at which the history started"""
+        self.remove_old_entries()
+        with self.timestamps_lock:
+            try:
+                entry = self.timestamps[0]
+            except KeyError:
+                entry = time()
+        return entry
+
+    def copy_timestamps(self) -> str:
+        """Get a copy of the timestamps history"""
+        self.remove_old_entries()
+        with self.timestamps_lock:
+            return self.timestamps.copy()
+
+
+class RateLimiter(AbstractContextManager):
     """Rate limiter implementing the token bucket algorithm"""
 
-    REFILL_SPACING_SECONDS: int
-    MAX_TOKENS: int
+    # Period in which we have a max amount of tokens
+    REFILL_PERIOD_SECONDS: int
+    # Number of tokens allowed in this period
+    REFILL_PERIOD_TOKENS: int
+    # Max number of tokens that can be consumed instantly
+    BURST_TOKENS: int
 
+    pick_history: PickHistory = None
     bucket: BoundedSemaphore = None
     queue: deque[Lock] = None
     queue_lock: Lock = None
@@ -31,38 +89,59 @@ class TokenBucketRateLimiter(AbstractContextManager):
 
     def __init__(
         self,
-        refill_spacing_seconds: Optional[int] = None,
-        max_tokens: Optional[int] = None,
-        initial_tokens: Optional[int] = None,
+        refill_period_seconds: Optional[int] = None,
+        refill_period_tokens: Optional[int] = None,
+        burst_tokens: Optional[int] = None,
     ) -> None:
         """Initialize the limiter"""
 
         # Initialize default values
-        if max_tokens is not None:
-            self.MAX_TOKENS = max_tokens
-        if refill_spacing_seconds is not None:
-            self.REFILL_SPACING_SECONDS = refill_spacing_seconds
+        if refill_period_seconds is not None:
+            self.REFILL_PERIOD_SECONDS = refill_period_seconds
+        if refill_period_tokens is not None:
+            self.REFILL_PERIOD_TOKENS = refill_period_tokens
+        if burst_tokens is not None:
+            self.BURST_TOKENS = burst_tokens
+        if self.pick_history is None:
+            self.pick_history = PickHistory(self.REFILL_PERIOD_SECONDS)
 
-        # Create synchro data
+        # Create synchronization data
         self.__n_tokens_lock = Lock()
         self.queue_lock = Lock()
         self.queue = deque()
 
-        # Initialize the number of tokens in the bucket
-        self.bucket = BoundedSemaphore(self.MAX_TOKENS)
-        missing = 0 if initial_tokens is None else self.MAX_TOKENS - initial_tokens
-        missing = max(0, min(missing, self.MAX_TOKENS))
-        for _ in range(missing):
-            self.bucket.acquire()
-        self.n_tokens = self.MAX_TOKENS - missing
+        # Initialize the token bucket
+        self.bucket = BoundedSemaphore(self.BURST_TOKENS)
+        self.n_tokens = self.BURST_TOKENS
 
         # Spawn daemon thread that refills the bucket
         refill_thread = Thread(target=self.refill_thread_func, daemon=True)
         refill_thread.start()
 
+    @property
+    def refill_spacing(self) -> float:
+        """
+        Get the current refill spacing.
+
+        Ensures that even with a burst in the period, the limit will not be exceeded.
+        """
+
+        # Compute ideal spacing
+        tokens_left = self.REFILL_PERIOD_TOKENS - len(self.pick_history)
+        seconds_left = self.pick_history.start + self.REFILL_PERIOD_SECONDS - time()
+        try:
+            spacing_seconds = seconds_left / tokens_left
+        except ZeroDivisionError:
+            # There were no remaining tokens, gotta wait until end of the period
+            spacing_seconds = seconds_left
+
+        # Prevent spacing dropping down lower than the natural spacing
+        natural_spacing = self.REFILL_PERIOD_SECONDS / self.REFILL_PERIOD_TOKENS
+        return max(natural_spacing, spacing_seconds)
+
     def refill(self):
-        """Method used by the refill thread"""
-        sleep(self.REFILL_SPACING_SECONDS)
+        """Add a token back in the bucket"""
+        sleep(self.refill_spacing)
         try:
             self.bucket.release()
         except ValueError:
@@ -70,7 +149,6 @@ class TokenBucketRateLimiter(AbstractContextManager):
             pass
         else:
             self.n_tokens += 1
-            self.update_queue()
 
     def refill_thread_func(self):
         """Entry point for the daemon thread that is refilling the bucket"""
@@ -105,6 +183,7 @@ class TokenBucketRateLimiter(AbstractContextManager):
         lock = self.add_to_queue()
         self.update_queue()
         lock.acquire()
+        self.pick_history.add()
 
     # --- Support for use in with statements
 
diff --git a/src/utils/steam.py b/src/utils/steam.py
index 5389382..8008f77 100644
--- a/src/utils/steam.py
+++ b/src/utils/steam.py
@@ -1,14 +1,13 @@
+import json
 import logging
 import re
-from time import time
 from typing import TypedDict
-from math import floor, ceil
 
 import requests
 from requests import HTTPError
 
 from src import shared
-from src.utils.rate_limiter import TokenBucketRateLimiter
+from src.utils.rate_limiter import PickHistory, RateLimiter
 
 
 class SteamError(Exception):
@@ -41,30 +40,37 @@ class SteamAPIData(TypedDict):
     developers: str
 
 
-class SteamRateLimiter(TokenBucketRateLimiter):
+class SteamRateLimiter(RateLimiter):
     """Rate limiter for the Steam web API"""
 
     # Steam web API limit
     # 200 requests per 5 min seems to be the limit
     # https://stackoverflow.com/questions/76047820/how-am-i-exceeding-steam-apis-rate-limit
     # https://stackoverflow.com/questions/51795457/avoiding-error-429-too-many-requests-steam-web-api
-    REFILL_SPACING_SECONDS = 5 * 60 / 100
-    MAX_TOKENS = 100
+    REFILL_PERIOD_SECONDS = 5 * 60
+    REFILL_PERIOD_TOKENS = 200
+    BURST_TOKENS = 100
 
     def __init__(self) -> None:
-        # Load initial tokens from schema
+        # Load pick history from schema
         # (Remember API limits through restarts of Cartridges)
-        last_tokens = shared.state_schema.get_int("steam-api-tokens")
-        last_time = shared.state_schema.get_int("steam-api-tokens-timestamp")
-        produced = floor((time() - last_time) / self.REFILL_SPACING_SECONDS)
-        inital_tokens = last_tokens + produced
-        super().__init__(initial_tokens=inital_tokens)
+        timestamps_str = shared.state_schema.get_string("steam-limiter-tokens-history")
+        self.pick_history = PickHistory(self.REFILL_PERIOD_SECONDS)
+        self.pick_history.add(*json.loads(timestamps_str))
+        self.pick_history.remove_old_entries()
+        super().__init__()
 
-    def refill(self):
-        """Refill the bucket and store its number of tokens in the schema"""
-        super().refill()
-        shared.state_schema.set_int("steam-api-tokens-timestamp", ceil(time()))
-        shared.state_schema.set_int("steam-api-tokens", self.n_tokens)
+    @property
+    def refill_spacing(self) -> float:
+        spacing = super().refill_spacing
+        logging.debug("Next Steam API request token in %f seconds", spacing)
+        return spacing
+
+    def acquire(self):
+        """Get a token from the bucket and store the pick history in the schema"""
+        super().acquire()
+        timestamps_str = json.dumps(self.pick_history.copy_timestamps())
+        shared.state_schema.set_string("steam-limiter-tokens-history", timestamps_str)
 
 
 class SteamHelper: