diff --git a/core/blockchain.go b/core/blockchain.go
index 858eceb630..47e26d61dc 100644
--- a/core/blockchain.go
+++ b/core/blockchain.go
@@ -108,6 +108,7 @@ var (
 	blockPrefetchInterruptMeter  = metrics.NewRegisteredMeter("chain/prefetch/interrupts", nil)
 	blockPrefetchTxsInvalidMeter = metrics.NewRegisteredMeter("chain/prefetch/txs/invalid", nil)
 	blockPrefetchTxsValidMeter   = metrics.NewRegisteredMeter("chain/prefetch/txs/valid", nil)
+	blockPrefetchHeavyTxsMeter   = metrics.NewRegisteredMeter("chain/prefetch/txs/heavy", nil)
 
 	errInsertionInterrupted = errors.New("insertion is interrupted")
 	errChainStopped         = errors.New("blockchain is stopped")
diff --git a/core/state_prefetcher.go b/core/state_prefetcher.go
index 1c738c1e38..3273fa05e2 100644
--- a/core/state_prefetcher.go
+++ b/core/state_prefetcher.go
@@ -18,6 +18,7 @@ package core
 
 import (
 	"bytes"
+	"math/rand"
 	"runtime"
 	"sync/atomic"
 
@@ -29,6 +30,27 @@ import (
 	"golang.org/x/sync/errgroup"
 )
 
+const (
+	// heavyTransactionThreshold defines the threshold for classifying a
+	// transaction as heavy. As defined, the transaction consumes more than
+	// 20% of the block's GasUsed is regarded as heavy.
+	//
+	// Heavy transactions are prioritized for prefetching to allow additional
+	// preparation time.
+	heavyTransactionThreshold = 20
+
+	// heavyTransactionPriority defines the probability with which the heavy
+	// transactions will be scheduled first for prefetching.
+	heavyTransactionPriority = 30
+)
+
+// isHeavyTransaction returns an indicator whether the transaction is regarded
+// as heavy or not.
+func isHeavyTransaction(txGasLimit uint64, blockGasUsed uint64) bool {
+	threshold := blockGasUsed * heavyTransactionThreshold / 100
+	return txGasLimit >= threshold
+}
+
 // statePrefetcher is a basic Prefetcher that executes transactions from a block
 // on top of the parent state, aiming to prefetch potentially useful state data
 // from disk. Transactions are executed in parallel to fully leverage the
@@ -59,8 +81,49 @@ func (p *statePrefetcher) Prefetch(block *types.Block, statedb *state.StateDB, c
 	)
 	workers.SetLimit(max(1, 4*runtime.NumCPU()/5)) // Aggressively run the prefetching
 
-	// Iterate over and process the individual transactions
-	for i, tx := range block.Transactions() {
+	var (
+		processed = make(map[common.Hash]struct{}, len(block.Transactions()))
+		heavyTxs  = make(chan *types.Transaction, len(block.Transactions()))
+		normalTxs = make(chan *types.Transaction, len(block.Transactions()))
+	)
+	for _, tx := range block.Transactions() {
+		// Note, the gasLimit is not equivalent with the gasUsed. Theoretically
+		// we should measure the transaction heaviness based on the gasUsed.
+		// Unfortunately this field is still unknown without execution, so use
+		// gasLimit instead.
+		if isHeavyTransaction(tx.Gas(), block.GasUsed()) {
+			heavyTxs <- tx
+		}
+		normalTxs <- tx
+	}
+	blockPrefetchHeavyTxsMeter.Mark(int64(len(heavyTxs)))
+
+	fetchTx := func() (*types.Transaction, bool) {
+		// Pick the heavy transaction first based on the pre-defined probability
+		if rand.Intn(100) < heavyTransactionPriority {
+			select {
+			case tx := <-heavyTxs:
+				return tx, false
+			default:
+			}
+		}
+		// No more heavy transaction, or no priority for them, pick the transaction
+		// with normal order.
+		select {
+		case tx := <-normalTxs:
+			return tx, false
+		default:
+			return nil, true
+		}
+	}
+	for {
+		tx, done := fetchTx()
+		if done {
+			break
+		}
+		if _, exists := processed[tx.Hash()]; exists {
+			continue
+		}
 		stateCpy := statedb.Copy() // closure
 		workers.Go(func() error {
 			// If block precaching was interrupted, abort
@@ -103,7 +166,9 @@ func (p *statePrefetcher) Prefetch(block *types.Block, statedb *state.StateDB, c
 			// Disable the nonce check
 			msg.SkipNonceChecks = true
 
-			stateCpy.SetTxContext(tx.Hash(), i)
+			// The transaction index is assigned blindly with zero, it's fine
+			// for prefetching only.
+			stateCpy.SetTxContext(tx.Hash(), 0)
 
 			// We attempt to apply a transaction. The goal is not to execute
 			// the transaction successfully, rather to warm up touched data slots.