diff --git a/doc/release-notes.md b/doc/release-notes.md
--- a/doc/release-notes.md
+++ b/doc/release-notes.md
@@ -11,3 +11,7 @@
 the RPC commands `walletcreatefundedpsbt` and  `fundrawtransaction` will now fail
 instead of rounding down the fee. Beware that the `feeRate` argument is specified
 in BCH per kilobyte, not satoshi per byte.
+
+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
--- a/src/rpc/blockchain.cpp
+++ b/src/rpc/blockchain.cpp
@@ -26,6 +26,7 @@
 #include <sync.h>
 #include <txdb.h>
 #include <txmempool.h>
+#include <undo.h>
 #include <util/strencodings.h>
 #include <util/system.h>
 #include <util/validation.h>
@@ -929,6 +930,20 @@
     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 Config &config, const JSONRPCRequest &request) {
     const RPCHelpMan help{
         "getblock",
@@ -2072,9 +2087,7 @@
         "in " +
             CURRENCY_UNIT +
             ".\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,
@@ -2196,6 +2209,7 @@
     }
 
     const CBlock block = GetBlockChecked(config, pindex);
+    const CBlockUndo blockUndo = GetUndoChecked(pindex);
 
     // Calculate everything if nothing selected (default)
     const bool do_all = stats.size() == 0;
@@ -2211,12 +2225,6 @@
         do_mediantxsize || loop_inputs ||
         SetHasKeys(stats, "total_size", "avgtxsize", "mintxsize", "maxtxsize");
 
-    if (loop_inputs && !g_txindex) {
-        throw JSONRPCError(
-            RPC_INVALID_PARAMETER,
-            "One or more of the selected stats requires -txindex enabled");
-    }
-
     const int64_t blockMaxSize = config.GetMaxBlockSize();
     Amount maxfee = Amount::zero();
     Amount maxfeerate = Amount::zero();
@@ -2234,9 +2242,8 @@
     std::vector<Amount> feerate_array;
     std::vector<int64_t> txsize_array;
 
-    const Consensus::Params &params = config.GetChainParams().GetConsensus();
-
-    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();
         Amount tx_total_out = Amount::zero();
         if (loop_outputs) {
@@ -2269,17 +2276,9 @@
 
         if (loop_inputs) {
             Amount tx_total_in = Amount::zero();
-            for (const CTxIn &in : tx->vin) {
-                CTransactionRef tx_in;
-                BlockHash hashBlock;
-                if (!GetTransaction(in.prevout.GetTxId(), tx_in, params,
-                                    hashBlock)) {
-                    throw JSONRPCError(RPC_INTERNAL_ERROR,
-                                       std::string("Unexpected internal error "
-                                                   "(tx index seems corrupt)"));
-                }
-
-                CTxOut prevoutput = tx_in->vout[in.prevout.GetN()];
+            const auto &txundo = blockUndo.vtxundo.at(i - 1);
+            for (const Coin &coin : txundo.vprevout) {
+                const CTxOut &prevoutput = coin.GetTxOut();
 
                 tx_total_in += prevoutput.nValue;
                 utxo_size_inc -=
diff --git a/test/functional/data/rpc_getblockstats.json b/test/functional/data/rpc_getblockstats.json
--- a/test/functional/data/rpc_getblockstats.json
+++ b/test/functional/data/rpc_getblockstats.json
@@ -1,117 +1,117 @@
 {
   "blocks": [
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+    "00000020818587bde832de22be348e70c58e5cecb25c0395bff51405a8fd3b9fad1042688109df13eb0a5c0cf872f0b9105c13345cb577fcb5c67654556ae163d51083ce2b4ae75affff7f20000000000102000000010000000000000000000000000000000000000000000000000000000000000000ffffffff0f01650101082f454233322e302f0100ffffffff0100f2052a010000001976a9142b4569203694fc997e13f2c0a1383b9e16c77a0d88ac00000000",
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   ],
-  "mocktime": 1564389116,
+  "mocktime": 1525107225,
   "stats": [
     {
       "avgfee": 0.0,
       "avgfeerate": 0.0,
       "avgtxsize": 0,
-      "blockhash": "78a62acff8c7cf3d18e64dae0531acbf486373dade692aa2bfb8f54d5cae6c92",
+      "blockhash": "41c2e10ae67d87efc1b2fac66543507ada8d429f4f65cb7d35af5057a715281e",
       "height": 101,
       "ins": 0,
       "maxfee": 0.0,
@@ -119,74 +119,74 @@
       "maxtxsize": 0,
       "medianfee": 0.0,
       "medianfeerate": 0.0,
-      "mediantime": 1564389133,
+      "mediantime": 1525107242,
       "mediantxsize": 0,
       "minfee": 0.0,
       "minfeerate": 0.0,
       "mintxsize": 0,
       "outs": 1,
       "subsidy": 50.0,
-      "time": 1564389134,
+      "time": 1525107243,
       "total_out": 0.0,
       "total_size": 0,
       "totalfee": 0.0,
       "txs": 1,
       "utxo_increase": 1,
-      "utxo_size_inc": 85
+      "utxo_size_inc": 75
     },
     {
-      "avgfee": 1.92e-06,
+      "avgfee": 2.25e-06,
       "avgfeerate": 1e-08,
-      "avgtxsize": 191,
-      "blockhash": "61e0f5087cc262ac7b10e77ab0a1e5ba34171cc0ad16716658ed6c154e58ccfe",
+      "avgtxsize": 225,
+      "blockhash": "04aef336ce8464e279cd301f7cdceeb718cc7a94ed82204f0e9fce362d191d42",
       "height": 102,
       "ins": 1,
-      "maxfee": 1.92e-06,
+      "maxfee": 2.25e-06,
       "maxfeerate": 1e-08,
-      "maxtxsize": 191,
-      "medianfee": 1.92e-06,
+      "maxtxsize": 225,
+      "medianfee": 2.25e-06,
       "medianfeerate": 1e-08,
-      "mediantime": 1564389133,
-      "mediantxsize": 191,
-      "minfee": 1.92e-06,
+      "mediantime": 1525107242,
+      "mediantxsize": 225,
+      "minfee": 2.25e-06,
       "minfeerate": 1e-08,
-      "mintxsize": 191,
+      "mintxsize": 225,
       "outs": 3,
       "subsidy": 50.0,
-      "time": 1564389134,
-      "total_out": 49.99999808,
-      "total_size": 191,
-      "totalfee": 1.92e-06,
+      "time": 1525107243,
+      "total_out": 49.99999775,
+      "total_size": 225,
+      "totalfee": 2.25e-06,
       "txs": 2,
       "utxo_increase": 2,
       "utxo_size_inc": 150
     },
     {
-      "avgfee": 0.00022739,
-      "avgfeerate": 1.06e-06,
-      "avgtxsize": 214,
-      "blockhash": "1f5619699145227f1a725669a4a755689a95cedbc0a696f1964187264c596a86",
+      "avgfee": 0.0002265,
+      "avgfeerate": 1e-06,
+      "avgtxsize": 225,
+      "blockhash": "69f1ebab8b9a8363efdde320066c31c261bc16b791d8777d3034dad8e5313116",
       "height": 103,
       "ins": 3,
-      "maxfee": 0.000678,
-      "maxfeerate": 3.01e-06,
+      "maxfee": 0.000675,
+      "maxfeerate": 3e-06,
       "maxtxsize": 225,
-      "medianfee": 2.26e-06,
+      "medianfee": 2.25e-06,
       "medianfeerate": 1e-08,
-      "mediantime": 1564389134,
+      "mediantime": 1525107243,
       "mediantxsize": 225,
-      "minfee": 1.92e-06,
+      "minfee": 2.25e-06,
       "minfeerate": 1e-08,
-      "mintxsize": 192,
+      "mintxsize": 225,
       "outs": 7,
       "subsidy": 50.0,
-      "time": 1564389134,
-      "total_out": 99.9993159,
-      "total_size": 642,
-      "totalfee": 0.00068218,
+      "time": 1525107243,
+      "total_out": 99.99931825,
+      "total_size": 675,
+      "totalfee": 0.0006795,
       "txs": 4,
       "utxo_increase": 4,
       "utxo_size_inc": 300
     }
   ]
 }
\ No newline at end of file
diff --git a/test/functional/rpc_getblockstats.py b/test/functional/rpc_getblockstats.py
--- a/test/functional/rpc_getblockstats.py
+++ b/test/functional/rpc_getblockstats.py
@@ -9,7 +9,6 @@
 import decimal
 import json
 import os
-import time
 
 from test_framework.test_framework import BitcoinTestFramework
 from test_framework.util import (
@@ -32,18 +31,6 @@
 
     start_height = 101
     max_stat_pos = 2
-    STATS_NEED_TXINDEX = [
-        'avgfee',
-        'avgfeerate',
-        'maxfee',
-        'maxfeerate',
-        'medianfee',
-        'medianfeerate',
-        'minfee',
-        'minfeerate',
-        'totalfee',
-        'utxo_size_inc',
-    ]
 
     def add_options(self, parser):
         parser.add_argument('--gen-test-data', dest='gen_test_data',
@@ -55,8 +42,7 @@
                             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):
@@ -64,20 +50,31 @@
             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)
 
+        address = self.nodes[0].get_deterministic_priv_key().address
         self.nodes[0].sendtoaddress(
-            address=self.nodes[1].getnewaddress(), amount=10, subtractfeefromamount=True)
+            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)
+            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=self.nodes[0].getnewaddress(), amount=10, subtractfeefromamount=False)
-        self.nodes[1].sendtoaddress(
-            address=self.nodes[0].getnewaddress(), amount=1, subtractfeefromamount=True)
+            address=address,
+            amount=1,
+            subtractfeefromamount=True)
         self.sync_all()
         self.nodes[0].generate(1)
 
@@ -112,7 +109,7 @@
         # 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 i, b in enumerate(blocks):
             self.nodes[0].submitblock(b)
@@ -126,10 +123,6 @@
 
         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()
@@ -149,11 +142,6 @@
                 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):
@@ -191,14 +179,6 @@
                 inv_sel_stat), self.nodes[0].getblockstats, hash_or_height=1, stats=inv_stat)
 
         # Make sure we aren't always returning inv_sel_stat as the culprit stat
-        assert_raises_rpc_error(-8, 'Invalid selected statistic aaa{}'.format(inv_sel_stat),
-                                self.nodes[0].getblockstats, hash_or_height=1, stats=['minfee', 'aaa{}'.format(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')