diff --git a/pkg/pagerank/cache.go b/pkg/pagerank/cache.go
index d355911..d8e2397 100644
--- a/pkg/pagerank/cache.go
+++ b/pkg/pagerank/cache.go
@@ -11,11 +11,17 @@ type cachedWalker struct {
 	fallback walks.Walker
 }
 
-func newCachedWalker(followsMap map[graph.ID][]graph.ID, fallback walks.Walker) *cachedWalker {
-	return &cachedWalker{
-		follows:  followsMap,
+func newCachedWalker(nodes []graph.ID, follows [][]graph.ID, fallback walks.Walker) *cachedWalker {
+	w := cachedWalker{
+		follows:  make(map[graph.ID][]graph.ID, len(nodes)),
 		fallback: fallback,
 	}
+
+	for i, node := range nodes {
+		w.follows[node] = follows[i]
+	}
+
+	return &w
 }
 
 func (w *cachedWalker) Follows(ctx context.Context, node graph.ID) ([]graph.ID, error) {
diff --git a/pkg/pagerank/pagerank.go b/pkg/pagerank/pagerank.go
index 28383c2..36f17fb 100644
--- a/pkg/pagerank/pagerank.go
+++ b/pkg/pagerank/pagerank.go
@@ -57,7 +57,7 @@ type PersonalizedLoader interface {
 	Follows(ctx context.Context, node graph.ID) ([]graph.ID, error)
 
 	// BulkFollows returns the follow-lists of the specified nodes
-	BulkFollows(ctx context.Context, nodes []graph.ID) (map[graph.ID][]graph.ID, error)
+	BulkFollows(ctx context.Context, nodes []graph.ID) ([][]graph.ID, error)
 
 	// WalksVisitingAny returns up to limit walks that visit the specified nodes.
 	// The walks are distributed evenly among the nodes:
@@ -116,7 +116,7 @@ func Personalized(
 		return map[graph.ID]float64{source: 1.0}, nil
 	}
 
-	followMap, err := loader.BulkFollows(ctx, follows)
+	followByNode, err := loader.BulkFollows(ctx, follows)
 	if err != nil {
 		return nil, fmt.Errorf("Personalized: failed to fetch the two-hop network of source: %w", err)
 	}
@@ -127,7 +127,7 @@ func Personalized(
 		return nil, fmt.Errorf("Personalized: failed to fetch the walk: %w", err)
 	}
 
-	walker := newCachedWalker(followMap, loader)
+	walker := newCachedWalker(follows, followByNode, loader)
 	pool := newWalkPool(walks)
 
 	walk, err := personalizedWalk(ctx, walker, pool, source, targetLenght)
diff --git a/pkg/redb/graph.go b/pkg/redb/graph.go
index 5bd1c73..7c41d19 100644
--- a/pkg/redb/graph.go
+++ b/pkg/redb/graph.go
@@ -185,6 +185,72 @@ func (r RedisDB) members(ctx context.Context, key func(graph.ID) string, node gr
 	return toNodes(members), nil
 }
 
+// BulkFollows returns the follow-lists of all the provided nodes.
+// Do not call on too many nodes (e.g. +100k) to avoid too many recursions.
+func (r RedisDB) BulkFollows(ctx context.Context, nodes []graph.ID) ([][]graph.ID, error) {
+	return r.bulkMembers(ctx, follows, nodes)
+}
+
+func (r RedisDB) bulkMembers(ctx context.Context, key func(graph.ID) string, nodes []graph.ID) ([][]graph.ID, error) {
+	switch {
+	case len(nodes) == 0:
+		return nil, nil
+
+	case len(nodes) < 10000:
+		pipe := r.client.Pipeline()
+		cmds := make([]*redis.StringSliceCmd, len(nodes))
+
+		for i, node := range nodes {
+			cmds[i] = pipe.SMembers(ctx, key(node))
+		}
+
+		if _, err := pipe.Exec(ctx); err != nil {
+			return nil, fmt.Errorf("failed to fetch the %s of %d nodes: %w", key(""), len(nodes), err)
+		}
+
+		var empty []string
+		members := make([][]graph.ID, len(nodes))
+
+		for i, cmd := range cmds {
+			m := cmd.Val()
+			if len(m) == 0 {
+				// empty slice might mean node not found.
+				empty = append(empty, node(nodes[i]))
+			}
+
+			members[i] = toNodes(m)
+		}
+
+		if len(empty) > 0 {
+			exists, err := r.client.Exists(ctx, empty...).Result()
+			if err != nil {
+				return nil, err
+			}
+
+			if int(exists) < len(empty) {
+				return nil, fmt.Errorf("failed to fetch the %s of these nodes %v: %w", key(""), empty, ErrNodeNotFound)
+			}
+		}
+
+		return members, nil
+
+	default:
+		// too many nodes, split them in two batches
+		mid := len(nodes) / 2
+		batch1, err := r.bulkMembers(ctx, key, nodes[:mid])
+		if err != nil {
+			return nil, err
+		}
+
+		batch2, err := r.bulkMembers(ctx, key, nodes[mid:])
+		if err != nil {
+			return nil, err
+		}
+
+		return append(batch1, batch2...), nil
+	}
+}
+
 // FollowCounts returns the number of follows each node has. If a node is not found, it returns 0.
 func (r RedisDB) FollowCounts(ctx context.Context, nodes ...graph.ID) ([]int, error) {
 	return r.counts(ctx, follows, nodes...)
@@ -202,15 +268,13 @@ func (r RedisDB) counts(ctx context.Context, key func(graph.ID) string, nodes ..
 
 	pipe := r.client.Pipeline()
 	cmds := make([]*redis.IntCmd, len(nodes))
-	keys := make([]string, len(nodes))
 
 	for i, node := range nodes {
-		keys[i] = key(node)
 		cmds[i] = pipe.SCard(ctx, key(node))
 	}
 
 	if _, err := pipe.Exec(ctx); err != nil {
-		return nil, fmt.Errorf("failed to count the elements of %v: %w", keys, err)
+		return nil, fmt.Errorf("failed to count the elements of %d nodes: %w", len(nodes), err)
 	}
 
 	counts := make([]int, len(nodes))
diff --git a/pkg/redb/graph_test.go b/pkg/redb/graph_test.go
index 3d29c77..ee6109c 100644
--- a/pkg/redb/graph_test.go
+++ b/pkg/redb/graph_test.go
@@ -4,6 +4,7 @@ import (
 	"context"
 	"errors"
 	"github/pippellia-btc/crawler/pkg/graph"
+	"github/pippellia-btc/crawler/pkg/pagerank"
 	"reflect"
 	"testing"
 	"time"
@@ -175,6 +176,60 @@ func TestMembers(t *testing.T) {
 	}
 }
 
+func TestBulkMembers(t *testing.T) {
+	tests := []struct {
+		name     string
+		setup    func() (RedisDB, error)
+		nodes    []graph.ID
+		expected [][]graph.ID
+		err      error
+	}{
+		{
+			name:  "empty database",
+			setup: Empty,
+			nodes: []graph.ID{"0"},
+			err:   ErrNodeNotFound,
+		},
+		{
+			name:  "node not found",
+			setup: OneNode,
+			nodes: []graph.ID{"0", "1"},
+			err:   ErrNodeNotFound,
+		},
+		{
+			name:     "dandling node",
+			setup:    OneNode,
+			nodes:    []graph.ID{"0"},
+			expected: [][]graph.ID{{}},
+		},
+		{
+			name:     "valid",
+			setup:    Simple,
+			nodes:    []graph.ID{"0", "1"},
+			expected: [][]graph.ID{{"1"}, {}},
+		},
+	}
+
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			db, err := test.setup()
+			if err != nil {
+				t.Fatalf("setup failed: %v", err)
+			}
+			defer db.flushAll()
+
+			follows, err := db.bulkMembers(ctx, follows, test.nodes)
+			if !errors.Is(err, test.err) {
+				t.Fatalf("expected error %v, got %v", test.err, err)
+			}
+
+			if !reflect.DeepEqual(follows, test.expected) {
+				t.Errorf("expected follows %v, got %v", test.expected, follows)
+			}
+		})
+	}
+}
+
 func TestUpdateFollows(t *testing.T) {
 	db, err := Simple()
 	if err != nil {
@@ -315,6 +370,10 @@ func TestPubkeys(t *testing.T) {
 	}
 }
 
+func TestInterfaces(t *testing.T) {
+	var _ pagerank.PersonalizedLoader = RedisDB{}
+}
+
 // ------------------------------------- HELPERS -------------------------------
 
 func Empty() (RedisDB, error) {
diff --git a/pkg/redb/walks.go b/pkg/redb/walks.go
index 5ea991a..1b5776a 100644
--- a/pkg/redb/walks.go
+++ b/pkg/redb/walks.go
@@ -1,13 +1,17 @@
 package redb
 
 import (
+	"cmp"
 	"context"
 	"errors"
 	"fmt"
 	"github/pippellia-btc/crawler/pkg/graph"
 	"github/pippellia-btc/crawler/pkg/walks"
 	"math"
+	"slices"
 	"strconv"
+
+	"github.com/redis/go-redis/v9"
 )
 
 const (
@@ -23,7 +27,7 @@ const (
 var (
 	ErrWalkNotFound       = errors.New("walk not found")
 	ErrInvalidReplacement = errors.New("invalid walk replacement")
-	ErrInvalidLimit       = errors.New("limit must be a positive integer, or -1 to fetch all walks visiting node")
+	ErrInvalidLimit       = errors.New("limit must be a positive integer, or -1 to fetch all walks")
 )
 
 // Walks returns the walks associated with the IDs.
@@ -94,6 +98,65 @@ func (r RedisDB) WalksVisiting(ctx context.Context, node graph.ID, limit int) ([
 	}
 }
 
+// WalksVisitingAny returns up to limit walks that visit the specified nodes.
+// The walks are distributed evenly among the nodes:
+// - if limit == -1, all walks are returned (use with few nodes)
+// - if limit < len(nodes), no walks are returned
+func (r RedisDB) WalksVisitingAny(ctx context.Context, nodes []graph.ID, limit int) ([]walks.Walk, error) {
+	switch {
+	case limit == -1:
+		// return all walks visiting all nodes
+		pipe := r.client.Pipeline()
+		cmds := make([]*redis.StringSliceCmd, len(nodes))
+
+		for i, node := range nodes {
+			cmds[i] = pipe.SMembers(ctx, walksVisiting(node))
+		}
+
+		if _, err := pipe.Exec(ctx); err != nil {
+			return nil, fmt.Errorf("failed to fetch all walks visiting %d nodes: %w", len(nodes), err)
+		}
+
+		IDs := make([]string, 0, walks.N*len(nodes))
+		for _, cmd := range cmds {
+			IDs = append(IDs, cmd.Val()...)
+		}
+
+		unique := unique(IDs)
+		return r.Walks(ctx, toWalks(unique)...)
+
+	case limit > 0:
+		// return limit walks uniformely distributed across all nodes
+		nodeLimit := int64(limit / len(nodes))
+		if nodeLimit == 0 {
+			return nil, nil
+		}
+
+		pipe := r.client.Pipeline()
+		cmds := make([]*redis.StringSliceCmd, len(nodes))
+
+		for i, node := range nodes {
+			cmds[i] = pipe.SRandMemberN(ctx, walksVisiting(node), nodeLimit)
+		}
+
+		if _, err := pipe.Exec(ctx); err != nil {
+			return nil, fmt.Errorf("failed to fetch %d walks visiting %d nodes: %w", limit, len(nodes), err)
+		}
+
+		IDs := make([]string, 0, limit)
+		for _, cmd := range cmds {
+			IDs = append(IDs, cmd.Val()...)
+		}
+
+		unique := unique(IDs)
+		return r.Walks(ctx, toWalks(unique)...)
+
+	default:
+		// invalid limit
+		return nil, fmt.Errorf("failed to fetch walks visiting any: %w", ErrInvalidLimit)
+	}
+}
+
 // AddWalks adds all the walks to the database assigning them progressive IDs.
 func (r RedisDB) AddWalks(ctx context.Context, walks ...walks.Walk) error {
 	if len(walks) == 0 {
@@ -278,3 +341,22 @@ func (r RedisDB) validateWalks() error {
 
 	return nil
 }
+
+// unique returns a slice of unique elements of the input slice.
+func unique[S ~[]E, E cmp.Ordered](slice S) S {
+	if len(slice) == 0 {
+		return nil
+	}
+
+	slices.Sort(slice)
+	unique := make(S, 0, len(slice))
+	unique = append(unique, slice[0])
+
+	for i := 1; i < len(slice); i++ {
+		if slice[i] != slice[i-1] {
+			unique = append(unique, slice[i])
+		}
+	}
+
+	return unique
+}
diff --git a/pkg/redb/walks_test.go b/pkg/redb/walks_test.go
index 5dbca56..06ebe02 100644
--- a/pkg/redb/walks_test.go
+++ b/pkg/redb/walks_test.go
@@ -90,6 +90,61 @@ func TestWalksVisiting(t *testing.T) {
 	}
 }
 
+func TestWalksVisitingAny(t *testing.T) {
+	tests := []struct {
+		name          string
+		setup         func() (RedisDB, error)
+		limit         int
+		expectedWalks int // the number of [defaultWalk] returned
+	}{
+		{
+			name:          "empty",
+			setup:         SomeWalks(0),
+			limit:         1,
+			expectedWalks: 0,
+		},
+		{
+			name:          "all walks",
+			setup:         SomeWalks(10),
+			limit:         -1,
+			expectedWalks: 10,
+		},
+		{
+			name:          "some walks",
+			setup:         SomeWalks(100),
+			limit:         20,
+			expectedWalks: 20,
+		},
+	}
+
+	for _, test := range tests {
+		t.Run(test.name, func(t *testing.T) {
+			db, err := test.setup()
+			if err != nil {
+				t.Fatalf("setup failed: %v", err)
+			}
+			defer db.flushAll()
+
+			nodes := []graph.ID{"0", "1"}
+			visiting, err := db.WalksVisitingAny(ctx, nodes, test.limit)
+			if err != nil {
+				t.Fatalf("expected error nil, got %v", err)
+			}
+
+			if len(visiting) > test.expectedWalks {
+				t.Fatalf("expected %d walks, got %d", test.expectedWalks, len(visiting))
+			}
+
+			for _, walk := range visiting {
+				if !reflect.DeepEqual(walk.Path, defaultWalk.Path) {
+					// compare only the paths, not the IDs
+					t.Fatalf("expected walk %v, got %v", defaultWalk, walk)
+				}
+			}
+		})
+	}
+}
+
 func TestAddWalks(t *testing.T) {
 	db, err := SomeWalks(1)()
 	if err != nil {
@@ -297,6 +352,38 @@ func TestValidateReplacement(t *testing.T) {
 	}
 }
 
+func TestUnique(t *testing.T) {
+	tests := []struct {
+		slice    []walks.ID
+		expected []walks.ID
+	}{
+		{slice: nil, expected: nil},
+		{slice: []walks.ID{}, expected: nil},
+		{slice: []walks.ID{"1", "2", "0"}, expected: []walks.ID{"0", "1", "2"}},
+		{slice: []walks.ID{"1", "2", "0", "3", "1", "0"}, expected: []walks.ID{"0", "1", "2", "3"}},
+	}
+
+	for _, test := range tests {
+		unique := unique(test.slice)
+		if !reflect.DeepEqual(unique, test.expected) {
+			t.Errorf("expected %v, got %v", test.expected, unique)
+		}
+	}
+}
+
+func BenchmarkUnique(b *testing.B) {
+	size := 1000000
+	IDs := make([]walks.ID, size)
+	for i := 0; i < size; i++ {
+		IDs[i] = walks.ID(strconv.Itoa(i))
+	}
+
+	b.ResetTimer()
+	for range b.N {
+		unique(IDs)
+	}
+}
+
 var defaultWalk = walks.Walk{Path: []graph.ID{"0", "1"}}
 
 func SomeWalks(n int) func() (RedisDB, error) {
diff --git a/tests/random/store_test.go b/tests/random/store_test.go
index b894561..ebb6029 100644
--- a/tests/random/store_test.go
+++ b/tests/random/store_test.go
@@ -99,18 +99,18 @@ func (l *mockLoader) Follows(ctx context.Context, node graph.ID) ([]graph.ID, er
 	return l.walker.Follows(ctx, node)
 }
 
-func (l *mockLoader) BulkFollows(ctx context.Context, nodes []graph.ID) (map[graph.ID][]graph.ID, error) {
-	followsMap := make(map[graph.ID][]graph.ID, len(nodes))
-	for _, node := range nodes {
-		follows, err := l.walker.Follows(ctx, node)
+func (l *mockLoader) BulkFollows(ctx context.Context, nodes []graph.ID) ([][]graph.ID, error) {
+	var err error
+	follows := make([][]graph.ID, len(nodes))
+
+	for i, node := range nodes {
+		follows[i], err = l.walker.Follows(ctx, node)
 		if err != nil {
 			return nil, err
 		}
-
-		followsMap[node] = follows
 	}
 
-	return followsMap, nil
+	return follows, nil
 }
 
 func (l *mockLoader) AddWalks(w []walks.Walk) {