diff --git a/mempool/estimatefee.go b/mempool/estimatefee.go
index 724f3c4e..234c5cf4 100644
--- a/mempool/estimatefee.go
+++ b/mempool/estimatefee.go
@@ -5,11 +5,15 @@
 package mempool
 
 import (
+	"bytes"
+	"encoding/binary"
 	"errors"
 	"fmt"
+	"io"
 	"math"
 	"math/rand"
 	"sort"
+	"strings"
 	"sync"
 
 	"github.com/roasbeef/btcd/chaincfg/chainhash"
@@ -20,8 +24,6 @@ import (
 // TODO incorporate Alex Morcos' modifications to Gavin's initial model
 // https://lists.linuxfoundation.org/pipermail/bitcoin-dev/2014-October/006824.html
 
-// TODO store and restore the FeeEstimator state in the database.
-
 const (
 	// estimateFeeDepth is the maximum number of blocks before a transaction
 	// is confirmed that we want to track.
@@ -48,6 +50,12 @@ const (
 	btcPerSatoshi = 1E-8
 )
 
+var (
+	// EstimateFeeDatabaseKey is the key that we use to
+	// store the fee estimator in the database.
+	EstimateFeeDatabaseKey = []byte("estimatefee")
+)
+
 // SatoshiPerByte is number with units of satoshis per byte.
 type SatoshiPerByte float64
 
@@ -99,6 +107,29 @@ type observedTransaction struct {
 	mined int32
 }
 
+func (o *observedTransaction) Serialize(w io.Writer) {
+	binary.Write(w, binary.BigEndian, o.hash)
+	binary.Write(w, binary.BigEndian, o.feeRate)
+	binary.Write(w, binary.BigEndian, o.observed)
+	binary.Write(w, binary.BigEndian, o.mined)
+}
+
+func deserializeObservedTransaction(r io.Reader) (*observedTransaction, error) {
+	ot := observedTransaction{}
+
+	// The first 32 bytes should be a hash.
+	binary.Read(r, binary.BigEndian, &ot.hash)
+
+	// The next 8 are SatoshiPerByte
+	binary.Read(r, binary.BigEndian, &ot.feeRate)
+
+	// And next there are two uint32's.
+	binary.Read(r, binary.BigEndian, &ot.observed)
+	binary.Read(r, binary.BigEndian, &ot.mined)
+
+	return &ot, nil
+}
+
 // registeredBlock has the hash of a block and the list of transactions
 // it mined which had been previously observed by the FeeEstimator. It
 // is used if Rollback is called to reverse the effect of registering
@@ -108,6 +139,15 @@ type registeredBlock struct {
 	transactions []*observedTransaction
 }
 
+func (rb *registeredBlock) serialize(w io.Writer, txs map[*observedTransaction]uint32) {
+	binary.Write(w, binary.BigEndian, rb.hash)
+
+	binary.Write(w, binary.BigEndian, uint32(len(rb.transactions)))
+	for _, o := range rb.transactions {
+		binary.Write(w, binary.BigEndian, txs[o])
+	}
+}
+
 // FeeEstimator manages the data necessary to create
 // fee estimations. It is safe for concurrent access.
 type FeeEstimator struct {
@@ -533,3 +573,177 @@ func (ef *FeeEstimator) EstimateFee(numBlocks uint32) (BtcPerKilobyte, error) {
 
 	return ef.cached[int(numBlocks)-1].ToBtcPerKb(), nil
 }
+
+// In case the format for the serialized version of the FeeEstimator changes,
+// we use a version number. If the version number changes, it does not make
+// sense to try to upgrade a previous version to a new version. Instead, just
+// start fee estimation over.
+const estimateFeeSaveVersion = 1
+
+func deserializeRegisteredBlock(r io.Reader, txs map[uint32]*observedTransaction) (*registeredBlock, error) {
+	var lenTransactions uint32
+
+	rb := &registeredBlock{}
+	binary.Read(r, binary.BigEndian, &rb.hash)
+	binary.Read(r, binary.BigEndian, &lenTransactions)
+
+	rb.transactions = make([]*observedTransaction, lenTransactions)
+
+	for i := uint32(0); i < lenTransactions; i++ {
+		var index uint32
+		binary.Read(r, binary.BigEndian, &index)
+		rb.transactions[i] = txs[index]
+	}
+
+	return rb, nil
+}
+
+// FeeEstimatorState represents a saved FeeEstimator that can be
+// restored with data from an earlier session of the program.
+type FeeEstimatorState []byte
+
+// observedTxSet is a set of txs that can that is sorted
+// by hash. It exists for serialization purposes so that
+// a serialized state always comes out the same.
+type observedTxSet []*observedTransaction
+
+func (q observedTxSet) Len() int { return len(q) }
+
+func (q observedTxSet) Less(i, j int) bool {
+	return strings.Compare(q[i].hash.String(), q[j].hash.String()) < 0
+}
+
+func (q observedTxSet) Swap(i, j int) {
+	q[i], q[j] = q[j], q[i]
+}
+
+// Save records the current state of the FeeEstimator to a []byte that
+// can be restored later.
+func (ef *FeeEstimator) Save() FeeEstimatorState {
+	ef.mtx.Lock()
+	defer ef.mtx.Unlock()
+
+	// TODO figure out what the capacity should be.
+	w := bytes.NewBuffer(make([]byte, 0))
+
+	binary.Write(w, binary.BigEndian, uint32(estimateFeeSaveVersion))
+
+	// Insert basic parameters.
+	binary.Write(w, binary.BigEndian, &ef.maxRollback)
+	binary.Write(w, binary.BigEndian, &ef.binSize)
+	binary.Write(w, binary.BigEndian, &ef.maxReplacements)
+	binary.Write(w, binary.BigEndian, &ef.minRegisteredBlocks)
+	binary.Write(w, binary.BigEndian, &ef.lastKnownHeight)
+	binary.Write(w, binary.BigEndian, &ef.numBlocksRegistered)
+
+	// Put all the observed transactions in a sorted list.
+	var txCount uint32
+	ots := make([]*observedTransaction, len(ef.observed))
+	for hash := range ef.observed {
+		ots[txCount] = ef.observed[hash]
+		txCount++
+	}
+
+	sort.Sort(observedTxSet(ots))
+
+	txCount = 0
+	observed := make(map[*observedTransaction]uint32)
+	binary.Write(w, binary.BigEndian, uint32(len(ef.observed)))
+	for _, ot := range ots {
+		ot.Serialize(w)
+		observed[ot] = txCount
+		txCount++
+	}
+
+	// Save all the right bins.
+	for _, list := range ef.bin {
+
+		binary.Write(w, binary.BigEndian, uint32(len(list)))
+
+		for _, o := range list {
+			binary.Write(w, binary.BigEndian, observed[o])
+		}
+	}
+
+	// Dropped transactions.
+	binary.Write(w, binary.BigEndian, uint32(len(ef.dropped)))
+	for _, registered := range ef.dropped {
+		registered.serialize(w, observed)
+	}
+
+	// Commit the tx and return.
+	return FeeEstimatorState(w.Bytes())
+}
+
+// RestoreFeeEstimator takes a FeeEstimatorState that was previously
+// returned by Save and restores it to a FeeEstimator
+func RestoreFeeEstimator(data FeeEstimatorState) (*FeeEstimator, error) {
+	r := bytes.NewReader([]byte(data))
+
+	// Check version
+	var version uint32
+	err := binary.Read(r, binary.BigEndian, &version)
+	if err != nil {
+		return nil, err
+	}
+	if version != estimateFeeSaveVersion {
+		return nil, fmt.Errorf("Incorrect version: expected %d found %d", estimateFeeSaveVersion, version)
+	}
+
+	ef := &FeeEstimator{
+		observed: make(map[chainhash.Hash]*observedTransaction),
+	}
+
+	// Read basic parameters.
+	binary.Read(r, binary.BigEndian, &ef.maxRollback)
+	binary.Read(r, binary.BigEndian, &ef.binSize)
+	binary.Read(r, binary.BigEndian, &ef.maxReplacements)
+	binary.Read(r, binary.BigEndian, &ef.minRegisteredBlocks)
+	binary.Read(r, binary.BigEndian, &ef.lastKnownHeight)
+	binary.Read(r, binary.BigEndian, &ef.numBlocksRegistered)
+
+	// Read transactions.
+	var numObserved uint32
+	observed := make(map[uint32]*observedTransaction)
+	binary.Read(r, binary.BigEndian, &numObserved)
+	for i := uint32(0); i < numObserved; i++ {
+		ot, err := deserializeObservedTransaction(r)
+		if err != nil {
+			return nil, err
+		}
+		observed[i] = ot
+		ef.observed[ot.hash] = ot
+	}
+
+	// Read bins.
+	for i := 0; i < estimateFeeDepth; i++ {
+		var numTransactions uint32
+		binary.Read(r, binary.BigEndian, &numTransactions)
+		bin := make([]*observedTransaction, numTransactions)
+		for j := uint32(0); j < numTransactions; j++ {
+			var index uint32
+			binary.Read(r, binary.BigEndian, &index)
+
+			var exists bool
+			bin[j], exists = observed[index]
+			if !exists {
+				return nil, fmt.Errorf("Invalid transaction reference %d", index)
+			}
+		}
+		ef.bin[i] = bin
+	}
+
+	// Read dropped transactions.
+	var numDropped uint32
+	binary.Read(r, binary.BigEndian, &numDropped)
+	ef.dropped = make([]*registeredBlock, numDropped)
+	for i := uint32(0); i < numDropped; i++ {
+		var err error
+		ef.dropped[int(i)], err = deserializeRegisteredBlock(r, observed)
+		if err != nil {
+			return nil, err
+		}
+	}
+
+	return ef, nil
+}
diff --git a/mempool/estimatefee_test.go b/mempool/estimatefee_test.go
index df73e322..07130673 100644
--- a/mempool/estimatefee_test.go
+++ b/mempool/estimatefee_test.go
@@ -5,6 +5,7 @@
 package mempool
 
 import (
+	"bytes"
 	"math/rand"
 	"testing"
 
@@ -364,3 +365,60 @@ func TestEstimateFeeRollback(t *testing.T) {
 		estimateHistory = estimateHistory[0 : len(estimateHistory)-stepsBack]
 	}
 }
+
+func (eft *estimateFeeTester) checkSaveAndRestore(
+	previousEstimates [estimateFeeDepth]BtcPerKilobyte) {
+
+	// Get the save state.
+	save := eft.ef.Save()
+
+	// Save and restore database.
+	var err error
+	eft.ef, err = RestoreFeeEstimator(save)
+	if err != nil {
+		eft.t.Fatalf("Could not restore database: %s", err)
+	}
+
+	// Save again and check that it matches the previous one.
+	redo := eft.ef.Save()
+	if !bytes.Equal(save, redo) {
+		eft.t.Fatalf("Restored states do not match: %v %v", save, redo)
+	}
+
+	// Check that the results match.
+	newEstimates := eft.estimates()
+
+	for i, prev := range previousEstimates {
+		if prev != newEstimates[i] {
+			eft.t.Error("Mismatch in estimate ", i, " after restore; got ", newEstimates[i], " but expected ", prev)
+		}
+	}
+}
+
+// TestSave tests saving and restoring to a []byte.
+func TestDatabase(t *testing.T) {
+
+	txPerRound := uint32(7)
+	txPerBlock := uint32(5)
+	binSize := uint32(6)
+	maxReplacements := uint32(4)
+	rounds := 8
+
+	eft := estimateFeeTester{ef: newTestFeeEstimator(binSize, maxReplacements, uint32(rounds)+1), t: t}
+	var txHistory [][]*TxDesc
+	estimateHistory := [][estimateFeeDepth]BtcPerKilobyte{eft.estimates()}
+
+	for round := 0; round < rounds; round++ {
+		eft.checkSaveAndRestore(estimateHistory[len(estimateHistory)-1])
+
+		// Go forward one step.
+		txHistory, estimateHistory =
+			eft.round(txHistory, estimateHistory, txPerRound, txPerBlock)
+	}
+
+	// Reverse the process and try again.
+	for round := 1; round <= rounds; round++ {
+		eft.rollback()
+		eft.checkSaveAndRestore(estimateHistory[len(estimateHistory)-round-1])
+	}
+}
diff --git a/rpcserver.go b/rpcserver.go
index d437775a..0dae52a7 100644
--- a/rpcserver.go
+++ b/rpcserver.go
@@ -873,7 +873,7 @@ func handleEstimateFee(s *rpcServer, cmd interface{}, closeChan <-chan struct{})
 	}
 
 	// Convert to satoshis per kb.
-	return float64(feeRate.ToSatoshiPerKb()), nil
+	return float64(feeRate), nil
 }
 
 // handleGenerate handles generate commands.
diff --git a/server.go b/server.go
index fa9370ac..ae01b5e2 100644
--- a/server.go
+++ b/server.go
@@ -230,6 +230,10 @@ type server struct {
 	txIndex   *indexers.TxIndex
 	addrIndex *indexers.AddrIndex
 	cfIndex   *indexers.CfIndex
+
+	// The fee estimator keeps track of how long transactions are left in
+	// the mempool before they are mined into blocks.
+	feeEstimator *mempool.FeeEstimator
 }
 
 // serverPeer extends the peer to maintain state shared by the server and
@@ -2107,6 +2111,14 @@ func (s *server) Stop() error {
 		s.rpcServer.Stop()
 	}
 
+	// Save fee estimator state in the database.
+	s.db.Update(func(tx database.Tx) error {
+		metadata := tx.Metadata()
+		metadata.Put(mempool.EstimateFeeDatabaseKey, s.feeEstimator.Save())
+
+		return nil
+	})
+
 	// Signal the remaining goroutines to quit.
 	close(s.quit)
 	return nil
@@ -2411,9 +2423,35 @@ func newServer(listenAddrs []string, db database.DB, chainParams *chaincfg.Param
 		return nil, err
 	}
 
-	feeEstimator := mempool.NewFeeEstimator(
-		mempool.DefaultEstimateFeeMaxRollback,
-		mempool.DefaultEstimateFeeMinRegisteredBlocks)
+	// Search for a FeeEstimator state in the database. If none can be found
+	// or if it cannot be loaded, create a new one.
+	db.Update(func(tx database.Tx) error {
+		metadata := tx.Metadata()
+		feeEstimationData := metadata.Get(mempool.EstimateFeeDatabaseKey)
+		if feeEstimationData != nil {
+			// delete it from the database so that we don't try to restore the
+			// same thing again somehow.
+			metadata.Delete(mempool.EstimateFeeDatabaseKey)
+
+			// If there is an error, log it and make a new fee estimator.
+			var err error
+			s.feeEstimator, err = mempool.RestoreFeeEstimator(feeEstimationData)
+
+			if err != nil {
+				peerLog.Errorf("Failed to restore fee estimator %v", err)
+			}
+		}
+
+		return nil
+	})
+
+	// If no feeEstimator has been found, or if the one that has been found
+	// is behind somehow, create a new one and start over.
+	if s.feeEstimator == nil || s.feeEstimator.LastKnownHeight() != s.chain.BestSnapshot().Height {
+		s.feeEstimator = mempool.NewFeeEstimator(
+			mempool.DefaultEstimateFeeMaxRollback,
+			mempool.DefaultEstimateFeeMinRegisteredBlocks)
+	}
 
 	txC := mempool.Config{
 		Policy: mempool.Policy{
@@ -2437,7 +2475,7 @@ func newServer(listenAddrs []string, db database.DB, chainParams *chaincfg.Param
 		SigCache:           s.sigCache,
 		HashCache:          s.hashCache,
 		AddrIndex:          s.addrIndex,
-		FeeEstimator:       feeEstimator,
+		FeeEstimator:       s.feeEstimator,
 	}
 	s.txMemPool = mempool.New(&txC)
 
@@ -2586,7 +2624,7 @@ func newServer(listenAddrs []string, db database.DB, chainParams *chaincfg.Param
 			TxIndex:      s.txIndex,
 			AddrIndex:    s.addrIndex,
 			CfIndex:      s.cfIndex,
-			FeeEstimator: feeEstimator,
+			FeeEstimator: s.feeEstimator,
 		})
 		if err != nil {
 			return nil, err