diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index a2a66d0..41811b8 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -8,8 +8,8 @@ updates:
   - package-ecosystem: "gomod" # See documentation for possible values
     directory: "/" # Location of package manifests
     schedule:
-      interval: "weekly"
+      interval: "daily"
   - package-ecosystem: "github-actions" # See documentation for possible values
     directory: "/" # Location of package manifests
     schedule:
-      interval: "weekly"
+      interval: "daily"
diff --git a/.github/workflows/cicd.yml b/.github/workflows/cicd.yml
index 296cc72..62da53d 100644
--- a/.github/workflows/cicd.yml
+++ b/.github/workflows/cicd.yml
@@ -27,7 +27,7 @@ jobs:
       run: go test -v ./...
 
     - name: Upload
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v2
       with:
         name: plattentests-go
         path: ./plattentests-go
diff --git a/go.mod b/go.mod
index 03a31c0..8c101e2 100644
--- a/go.mod
+++ b/go.mod
@@ -11,13 +11,13 @@ require (
 	github.com/google/go-cmp v0.5.9 // indirect
 	github.com/google/uuid v1.3.0 // indirect
 	github.com/kelseyhightower/envconfig v1.4.0
-	github.com/lithammer/fuzzysearch v1.1.5
 	github.com/mattn/go-ieproxy v0.0.9 // indirect
 	github.com/mattn/go-isatty v0.0.17 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
+	github.com/texttheater/golang-levenshtein/levenshtein v0.0.0-20200805054039-cae8b0eaed6c
 	github.com/ugorji/go/codec v1.2.8 // indirect
 	github.com/zmb3/spotify/v2 v2.3.1
-	golang.org/x/crypto v0.5.0 // indirect
+	golang.org/x/crypto v0.4.0 // indirect
 	golang.org/x/oauth2 v0.4.0
 	golang.org/x/text v0.6.0
 )
diff --git a/go.sum b/go.sum
index f4ce89e..c9bea8c 100644
--- a/go.sum
+++ b/go.sum
@@ -164,8 +164,6 @@ github.com/kr/text v0.2.0 h1:5Nx0Ya0ZqY2ygV366QzturHI13Jq95ApcVaJBhpS+AY=
 github.com/kr/text v0.2.0/go.mod h1:eLer722TekiGuMkidMxC/pM04lWEeraHUUmBw8l2grE=
 github.com/leodido/go-urn v1.2.1 h1:BqpAaACuzVSgi/VLzGZIobT2z4v53pjosyNd9Yv6n/w=
 github.com/leodido/go-urn v1.2.1/go.mod h1:zt4jvISO2HfUBqxjfIshjdMTYS56ZS/qv49ictyFfxY=
-github.com/lithammer/fuzzysearch v1.1.5 h1:Ag7aKU08wp0R9QCfF4GoGST9HbmAIeLP7xwMrOBEp1c=
-github.com/lithammer/fuzzysearch v1.1.5/go.mod h1:1R1LRNk7yKid1BaQkmuLQaHruxcC4HmAH30Dh61Ih1Q=
 github.com/mattn/go-ieproxy v0.0.1/go.mod h1:pYabZ6IHcRpFh7vIaLfK7rdcWgFEb3SFJ6/gNWuh88E=
 github.com/mattn/go-ieproxy v0.0.9 h1:RvVbLiMv/Hbjf1gRaC2AQyzwbdVhdId7D2vPnXIml4k=
 github.com/mattn/go-ieproxy v0.0.9/go.mod h1:eF30/rfdQUO9EnzNIZQr0r9HiLMlZNCpJkHbmMuOAE0=
@@ -200,6 +198,8 @@ github.com/stretchr/testify v1.7.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/
 github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO+kdMU+MU=
 github.com/stretchr/testify v1.8.1 h1:w7B6lhMri9wdJUVmEZPGGhZzrYTPvgJArz7wNPgYKsk=
 github.com/stretchr/testify v1.8.1/go.mod h1:w2LPCIKwWwSfY2zedu0+kehJoqGctiVI29o6fzry7u4=
+github.com/texttheater/golang-levenshtein/levenshtein v0.0.0-20200805054039-cae8b0eaed6c h1:HelZ2kAFadG0La9d+4htN4HzQ68Bm2iM9qKMSMES6xg=
+github.com/texttheater/golang-levenshtein/levenshtein v0.0.0-20200805054039-cae8b0eaed6c/go.mod h1:JlzghshsemAMDGZLytTFY8C1JQxQPhnatWqNwUXjggo=
 github.com/ugorji/go v1.2.7 h1:qYhyWUUd6WbiM+C6JZAUkIJt/1WrjzNHY9+KCIjVqTo=
 github.com/ugorji/go v1.2.7/go.mod h1:nF9osbDWLy6bDVv/Rtoh6QgnvNDpmCalQV5urGCCS6M=
 github.com/ugorji/go/codec v1.2.7/go.mod h1:WGN1fab3R1fzQlVQTkfxVtIBhWDRqOviHU95kRgeqEY=
@@ -225,8 +225,8 @@ golang.org/x/crypto v0.0.0-20201002170205-7f63de1d35b0/go.mod h1:LzIPMQfyMNhhGPh
 golang.org/x/crypto v0.0.0-20201016220609-9e8e0b390897/go.mod h1:LzIPMQfyMNhhGPhUkYOs5KpL4U8rLKemX1yGLhDgUto=
 golang.org/x/crypto v0.0.0-20210921155107-089bfa567519/go.mod h1:GvvjBRRGRdwPK5ydBHafDWAxML/pGHZbMvKqRZ5+Abc=
 golang.org/x/crypto v0.0.0-20211215153901-e495a2d5b3d3/go.mod h1:IxCIyHEi3zRg3s0A5j5BB6A9Jmi73HwBIUl50j+osU4=
-golang.org/x/crypto v0.5.0 h1:U/0M97KRkSFvyD/3FSmdP5W5swImpNgle/EHFhOsQPE=
-golang.org/x/crypto v0.5.0/go.mod h1:NK/OQwhpMQP3MwtdjgLlYHnH9ebylxKWv3e0fK+mkQU=
+golang.org/x/crypto v0.4.0 h1:UVQgzMY87xqpKNgb+kDsll2Igd33HszWHFLmpaRMq/8=
+golang.org/x/crypto v0.4.0/go.mod h1:3quD/ATkf6oY+rnes5c3ExXTbLc8mueNue5/DoinL80=
 golang.org/x/exp v0.0.0-20190121172915-509febef88a4/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
 golang.org/x/exp v0.0.0-20190306152737-a1d7652674e8/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
 golang.org/x/exp v0.0.0-20190510132918-efd6b22b2522/go.mod h1:ZjyILWgesfNpC6sMxTJOJm9Kp84zZh5NQWvqDGG3Qr8=
@@ -292,6 +292,7 @@ golang.org/x/net v0.0.0-20210916014120-12bc252f5db8/go.mod h1:9nx3DQGgdP8bBQD5qx
 golang.org/x/net v0.0.0-20211112202133-69e39bad7dc2/go.mod h1:9nx3DQGgdP8bBQD5qxJ1jj9UTztislL4KSBs9R2vV5Y=
 golang.org/x/net v0.0.0-20220630215102-69896b714898/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
 golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c=
+golang.org/x/net v0.3.0/go.mod h1:MBQ8lrhLObU/6UmLb4fmbmk5OcyYmqtbGd/9yIeKjEE=
 golang.org/x/net v0.4.0/go.mod h1:MBQ8lrhLObU/6UmLb4fmbmk5OcyYmqtbGd/9yIeKjEE=
 golang.org/x/net v0.5.0 h1:GyT4nK/YDHSqa1c4753ouYCDajOYKTja9Xb/OHtgvSw=
 golang.org/x/net v0.5.0/go.mod h1:DivGGAXEgPSlEBzxGzZI+ZLohi+xUj054jfeKui00ws=
diff --git a/main.go b/main.go
index 0c99a8e..618ecf4 100644
--- a/main.go
+++ b/main.go
@@ -22,7 +22,7 @@ import (
 
 	"github.com/kelseyhightower/envconfig"
 
-	"github.com/lithammer/fuzzysearch/fuzzy"
+	"github.com/texttheater/golang-levenshtein/levenshtein"
 )
 
 const MAX_SEARCH_RESULTS = 3
@@ -175,10 +175,8 @@ func searchSong(client spotify.Client, track string, record crawler.Record) spot
 	}
 	// handle track results only if tracks are available
 	if results.Tracks != nil && results.Tracks.Tracks != nil && len(results.Tracks.Tracks) > 0 {
-		allTrackNames := []string{}
 		for i, item := range results.Tracks.Tracks {
 			log.Printf(" found item: %s - %s  (%s)", item.Artists[0].Name, item.Name, item.Album.Name)
-			allTrackNames = append(allTrackNames, item.Name)
 			// only get MAX_SEARCH_RESULTS results
 			if i >= MAX_SEARCH_RESULTS-1 {
 				break
@@ -186,18 +184,24 @@ func searchSong(client spotify.Client, track string, record crawler.Record) spot
 		}
 		item := results.Tracks.Tracks[0]
 
-		// TODO: do some fuzzy search
-		ranking := fuzzy.RankFind(searchTerm, allTrackNames)
-		log.Printf("%d %d %+v", len(allTrackNames), len(ranking), ranking)
+		bandnameFromSearch := strings.ToLower(item.Artists[0].Name)
+		bandnameFromPlattentests := strings.ToLower(record.Band)
+		distance := levenshtein.DistanceForStrings([]rune(bandnameFromSearch), []rune(bandnameFromPlattentests), levenshtein.DefaultOptions)
 
-		if strings.EqualFold(item.Artists[0].Name, record.Band) {
-			log.Printf(" using item: %s - %s (%s)", item.Artists[0].Name, item.Name, item.Album.Name)
-			return item.ID
-		} else {
-			log.Printf(" not adding item %s - %s (%s) since artists don't match (%s != %s)", item.Artists[0].Name, item.Name, item.Album.Name, record.Band, item.Artists[0].Name)
+		log.Println(" Levenshtein distance between", bandnameFromSearch, "and", bandnameFromPlattentests, ":", distance)
+		threshold := 0.8
+
+		calculatedThreshold := 1 - float64(distance)/float64(max(len(bandnameFromSearch), len(bandnameFromPlattentests)))
+		if (calculatedThreshold) < threshold {
+			log.Println(" Levenshtein distance too large")
+			//s := strconv.FormatFloat(calculatedThreshold, 'g', 5, 32)
+			log.Println(" distance is ", distance, " and percenate is ", calculatedThreshold)
+			log.Printf(" not adding item %s - %s (%s) since artists don't match (%s != %s)", bandnameFromSearch, item.Name, item.Album.Name, bandnameFromPlattentests, bandnameFromSearch)
 			return ""
+		} else {
+			log.Printf(" using item: %s - %s (%s)", bandnameFromSearch, item.Name, item.Album.Name)
+			return item.ID
 		}
-
 	}
 
 	if record.Recordname == "" {
@@ -256,3 +260,10 @@ func get_port() string {
 	}
 	return port
 }
+
+func max(x, y int) int {
+	if x > y {
+		return x
+	}
+	return y
+}