diff --git a/doc/release-notes-14802.md b/doc/release-notes-14802.md
new file mode 100644
index 000000000..1fcc38866
--- /dev/null
+++ b/doc/release-notes-14802.md
@@ -0,0 +1,3 @@
+RPC changes
+-----------
+The `getblockstats` RPC is faster for fee calculation by using BlockUndo data. Also, `-txindex` is no longer required and `getblockstats` works for all non-pruned blocks.
diff --git a/src/rpc/blockchain.cpp b/src/rpc/blockchain.cpp
index 672fc6967..73ff746bd 100644
--- a/src/rpc/blockchain.cpp
+++ b/src/rpc/blockchain.cpp
@@ -28,6 +28,7 @@
 #include <sync.h>
 #include <txdb.h>
 #include <txmempool.h>
+#include <undo.h>
 #include <util/strencodings.h>
 #include <util/system.h>
 #include <util/validation.h>
@@ -822,6 +823,20 @@ static CBlock GetBlockChecked(const CBlockIndex* pblockindex)
     return block;
 }
 
+static CBlockUndo GetUndoChecked(const CBlockIndex* pblockindex)
+{
+    CBlockUndo blockUndo;
+    if (IsBlockPruned(pblockindex)) {
+        throw JSONRPCError(RPC_MISC_ERROR, "Undo data not available (pruned data)");
+    }
+
+    if (!UndoReadFromDisk(blockUndo, pblockindex)) {
+        throw JSONRPCError(RPC_MISC_ERROR, "Can't read undo data from disk");
+    }
+
+    return blockUndo;
+}
+
 static UniValue getblock(const JSONRPCRequest& request)
 {
     if (request.fHelp || request.params.size() < 1 || request.params.size() > 2)
@@ -1783,8 +1798,7 @@ static UniValue getblockstats(const JSONRPCRequest& request)
 {
     const RPCHelpMan help{"getblockstats",
                 "\nCompute per block statistics for a given window. All amounts are in satoshis.\n"
-                "It won't work for some heights with pruning.\n"
-                "It won't work without -txindex for utxo_size_inc, *fee or *feerate stats.\n",
+                "It won't work for some heights with pruning.\n",
                 {
                     {"hash_or_height", RPCArg::Type::NUM, RPCArg::Optional::NO, "The block hash or height of the target block", "", {"", "string or numeric"}},
                     {"stats", RPCArg::Type::ARR, /* default */ "all values", "Values to plot (see result below)",
@@ -1879,6 +1893,7 @@ static UniValue getblockstats(const JSONRPCRequest& request)
     }
 
     const CBlock block = GetBlockChecked(pindex);
+    const CBlockUndo blockUndo = GetUndoChecked(pindex);
 
     const bool do_all = stats.size() == 0; // Calculate everything if nothing selected (default)
     const bool do_mediantxsize = do_all || stats.count("mediantxsize") != 0;
@@ -1892,10 +1907,6 @@ static UniValue getblockstats(const JSONRPCRequest& request)
     const bool do_calculate_weight = do_all || SetHasKeys(stats, "total_weight", "avgfeerate", "swtotal_weight", "avgfeerate", "feerate_percentiles", "minfeerate", "maxfeerate");
     const bool do_calculate_sw = do_all || SetHasKeys(stats, "swtxs", "swtotal_size", "swtotal_weight");
 
-    if (loop_inputs && !g_txindex) {
-        throw JSONRPCError(RPC_INVALID_PARAMETER, "One or more of the selected stats requires -txindex enabled");
-    }
-
     CAmount maxfee = 0;
     CAmount maxfeerate = 0;
     CAmount minfee = MAX_MONEY;
@@ -1916,7 +1927,8 @@ static UniValue getblockstats(const JSONRPCRequest& request)
     std::vector<std::pair<CAmount, int64_t>> feerate_array;
     std::vector<int64_t> txsize_array;
 
-    for (const auto& tx : block.vtx) {
+    for (size_t i = 0; i < block.vtx.size(); ++i) {
+        const auto& tx = block.vtx.at(i);
         outputs += tx->vout.size();
 
         CAmount tx_total_out = 0;
@@ -1960,14 +1972,9 @@ static UniValue getblockstats(const JSONRPCRequest& request)
 
         if (loop_inputs) {
             CAmount tx_total_in = 0;
-            for (const CTxIn& in : tx->vin) {
-                CTransactionRef tx_in;
-                uint256 hashBlock;
-                if (!GetTransaction(in.prevout.hash, tx_in, Params().GetConsensus(), hashBlock)) {
-                    throw JSONRPCError(RPC_INTERNAL_ERROR, std::string("Unexpected internal error (tx index seems corrupt)"));
-                }
-
-                CTxOut prevoutput = tx_in->vout[in.prevout.n];
+            const auto& txundo = blockUndo.vtxundo.at(i - 1);
+            for (const Coin& coin: txundo.vprevout) {
+                const CTxOut& prevoutput = coin.out;
 
                 tx_total_in += prevoutput.nValue;
                 utxo_size_inc -= GetSerializeSize(prevoutput, PROTOCOL_VERSION) + PER_UTXO_OVERHEAD;
diff --git a/test/functional/data/rpc_getblockstats.json b/test/functional/data/rpc_getblockstats.json
index b8cabe1e5..16dbc5fe6 100644
--- a/test/functional/data/rpc_getblockstats.json
+++ b/test/functional/data/rpc_getblockstats.json
@@ -1,109 +1,109 @@
 {
   "blocks": [
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-      "maxtxsize": 248,
-      "medianfee": 3760,
+      "maxtxsize": 249,
+      "medianfee": 4460,
       "mediantime": 1525107243,
-      "mediantxsize": 248,
-      "minfee": 3320,
+      "mediantxsize": 223,
+      "minfee": 3360,
       "minfeerate": 20,
-      "mintxsize": 188,
+      "mintxsize": 223,
       "outs": 8,
       "subsidy": 5000000000,
-      "swtotal_size": 496,
-      "swtotal_weight": 1324,
-      "swtxs": 2,
+      "swtotal_size": 249,
+      "swtotal_weight": 669,
+      "swtxs": 1,
       "time": 1525107243,
-      "total_out": 9999939360,
-      "total_size": 684,
-      "total_weight": 2076,
-      "totalfee": 56880,
+      "total_out": 9999920820,
+      "total_size": 695,
+      "total_weight": 2453,
+      "totalfee": 74720,
       "txs": 4,
       "utxo_increase": 5,
-      "utxo_size_inc": 380
+      "utxo_size_inc": 384
     }
   ]
 }
\ No newline at end of file
diff --git a/test/functional/rpc_getblockstats.py b/test/functional/rpc_getblockstats.py
index e17a8f642..efab69ac2 100755
--- a/test/functional/rpc_getblockstats.py
+++ b/test/functional/rpc_getblockstats.py
@@ -13,7 +13,6 @@ from test_framework.util import (
 )
 import json
 import os
-import time
 
 TESTSDIR = os.path.dirname(os.path.realpath(__file__))
 
@@ -21,18 +20,6 @@ class GetblockstatsTest(BitcoinTestFramework):
 
     start_height = 101
     max_stat_pos = 2
-    STATS_NEED_TXINDEX = [
-        'avgfee',
-        'avgfeerate',
-        'maxfee',
-        'maxfeerate',
-        'medianfee',
-        'feerate_percentiles',
-        'minfee',
-        'minfeerate',
-        'totalfee',
-        'utxo_size_inc',
-    ]
 
     def add_options(self, parser):
         parser.add_argument('--gen-test-data', dest='gen_test_data',
@@ -44,24 +31,26 @@ class GetblockstatsTest(BitcoinTestFramework):
                             help='Test data file')
 
     def set_test_params(self):
-        self.num_nodes = 2
-        self.extra_args = [['-txindex'], ['-paytxfee=0.003']]
+        self.num_nodes = 1
         self.setup_clean_chain = True
 
     def get_stats(self):
         return [self.nodes[0].getblockstats(hash_or_height=self.start_height + i) for i in range(self.max_stat_pos+1)]
 
     def generate_test_data(self, filename):
-        mocktime = time.time()
+        mocktime = 1525107225
+        self.nodes[0].setmocktime(mocktime)
         self.nodes[0].generate(101)
 
-        self.nodes[0].sendtoaddress(address=self.nodes[1].getnewaddress(), amount=10, subtractfeefromamount=True)
+        address = self.nodes[0].get_deterministic_priv_key().address
+        self.nodes[0].sendtoaddress(address=address, amount=10, subtractfeefromamount=True)
         self.nodes[0].generate(1)
         self.sync_all()
 
-        self.nodes[0].sendtoaddress(address=self.nodes[0].getnewaddress(), amount=10, subtractfeefromamount=True)
-        self.nodes[0].sendtoaddress(address=self.nodes[0].getnewaddress(), amount=10, subtractfeefromamount=False)
-        self.nodes[1].sendtoaddress(address=self.nodes[0].getnewaddress(), amount=1, subtractfeefromamount=True)
+        self.nodes[0].sendtoaddress(address=address, amount=10, subtractfeefromamount=True)
+        self.nodes[0].sendtoaddress(address=address, amount=10, subtractfeefromamount=False)
+        self.nodes[0].settxfee(amount=0.003)
+        self.nodes[0].sendtoaddress(address=address, amount=1, subtractfeefromamount=True)
         self.sync_all()
         self.nodes[0].generate(1)
 
@@ -93,11 +82,12 @@ class GetblockstatsTest(BitcoinTestFramework):
 
         # Set the timestamps from the file so that the nodes can get out of Initial Block Download
         self.nodes[0].setmocktime(mocktime)
-        self.nodes[1].setmocktime(mocktime)
+        self.sync_all()
 
         for b in blocks:
             self.nodes[0].submitblock(b)
 
+
     def run_test(self):
         test_data = os.path.join(TESTSDIR, self.options.test_data)
         if self.options.gen_test_data:
@@ -107,9 +97,6 @@ class GetblockstatsTest(BitcoinTestFramework):
 
         self.sync_all()
         stats = self.get_stats()
-        expected_stats_noindex = []
-        for stat_row in stats:
-            expected_stats_noindex.append({k: v for k, v in stat_row.items() if k not in self.STATS_NEED_TXINDEX})
 
         # Make sure all valid statistics are included but nothing else is
         expected_keys = self.expected_stats[0].keys()
@@ -127,10 +114,6 @@ class GetblockstatsTest(BitcoinTestFramework):
             stats_by_hash = self.nodes[0].getblockstats(hash_or_height=blockhash)
             assert_equal(stats_by_hash, self.expected_stats[i])
 
-            # Check with the node that has no txindex
-            stats_no_txindex = self.nodes[1].getblockstats(hash_or_height=blockhash, stats=list(expected_stats_noindex[i].keys()))
-            assert_equal(stats_no_txindex, expected_stats_noindex[i])
-
         # Make sure each stat can be queried on its own
         for stat in expected_keys:
             for i in range(self.max_stat_pos+1):
@@ -168,12 +151,6 @@ class GetblockstatsTest(BitcoinTestFramework):
         # Make sure we aren't always returning inv_sel_stat as the culprit stat
         assert_raises_rpc_error(-8, 'Invalid selected statistic aaa%s' % inv_sel_stat,
                                 self.nodes[0].getblockstats, hash_or_height=1, stats=['minfee' , 'aaa%s' % inv_sel_stat])
-
-        assert_raises_rpc_error(-8, 'One or more of the selected stats requires -txindex enabled',
-                                self.nodes[1].getblockstats, hash_or_height=1)
-        assert_raises_rpc_error(-8, 'One or more of the selected stats requires -txindex enabled',
-                                self.nodes[1].getblockstats, hash_or_height=self.start_height + self.max_stat_pos)
-
         # Mainchain's genesis block shouldn't be found on regtest
         assert_raises_rpc_error(-5, 'Block not found', self.nodes[0].getblockstats,
                                 hash_or_height='000000000019d6689c085ae165831e934ff763ae46a2a6c172b3f1b60a8ce26f')