diff --git a/assets/components/networks/network.vue b/assets/components/networks/network.vue
index f7b12bff..bdbea8b6 100644
--- a/assets/components/networks/network.vue
+++ b/assets/components/networks/network.vue
@@ -120,16 +120,6 @@ export default {
 };
 </script>
 
-<style lang="scss">
-@import 'theme';
-
-@media(max-width: $breakpoint3) {
-    .releases .tiles {
-        grid-template-columns: repeat(auto-fit, minmax(20rem, 1fr));
-    }
-}
-</style>
-
 <style lang="scss" scoped>
 @import 'theme';
 
@@ -216,7 +206,7 @@ export default {
     font-weight: bold;
 }
 
-@media(max-width: $breakpoint) {
+@media(max-width: $breakpoint3) {
     .header,
     .header.hideable {
         display: flex;
diff --git a/assets/components/releases/banner.vue b/assets/components/releases/banner.vue
index ff50a4f9..e4dba67e 100644
--- a/assets/components/releases/banner.vue
+++ b/assets/components/releases/banner.vue
@@ -103,6 +103,7 @@ export default {
 
 .trailer-video {
     max-width: 100%;
+    object-fit: cover;
 }
 
 .item {
diff --git a/assets/components/tile/release.vue b/assets/components/tile/release.vue
index bee43318..a47e5209 100644
--- a/assets/components/tile/release.vue
+++ b/assets/components/tile/release.vue
@@ -180,7 +180,6 @@ export default {
 .details {
     width: 100%;
     display: flex;
-    align-items: center;
     justify-content: space-between;
     position: absolute;
     font-size: 0;
diff --git a/assets/js/actors/actions.js b/assets/js/actors/actions.js
index 2a18a286..a9778a3e 100644
--- a/assets/js/actors/actions.js
+++ b/assets/js/actors/actions.js
@@ -163,7 +163,7 @@ function initActorActions(store, _router) {
 
         const { actors } = await graphql(`
             query Actors($limit:Int) {
-                actors(first:$limit) {
+                actors(first:$limit, orderBy: NAME_ASC) {
                     id
                     name
                     slug
diff --git a/assets/js/curate.js b/assets/js/curate.js
index 99b7f814..dd7b9864 100644
--- a/assets/js/curate.js
+++ b/assets/js/curate.js
@@ -1,4 +1,6 @@
-function curateActor(actor) {
+import dayjs from 'dayjs';
+
+function curateActor(actor, release) {
     const curatedActor = {
         ...actor,
         origin: actor.originCountry && {
@@ -8,13 +10,17 @@ function curateActor(actor) {
 
     if (actor.avatar) curatedActor.avatar = actor.avatar.media;
 
+    if (release && release.date && curatedActor.birthdate) {
+        curatedActor.ageThen = dayjs(release.date).diff(actor.birthdate, 'year');
+    }
+
     return curatedActor;
 }
 
 function curateRelease(release) {
     const curatedRelease = {
         ...release,
-        actors: release.actors ? release.actors.map(({ actor }) => curateActor(actor)) : [],
+        actors: [],
         poster: release.poster && release.poster.media,
         tags: release.tags ? release.tags.map(({ tag }) => tag) : [],
         network: release.site.network,
@@ -22,6 +28,7 @@ function curateRelease(release) {
 
     if (release.photos) curatedRelease.photos = release.photos.map(({ media }) => media);
     if (release.trailer) curatedRelease.trailer = release.trailer.media;
+    if (release.actors) curatedRelease.actors = release.actors.map(({ actor }) => curateActor(actor, curatedRelease));
 
     return curatedRelease;
 }
diff --git a/public/css/style.css b/public/css/style.css
index b587bf17..ccf15891 100644
--- a/public/css/style.css
+++ b/public/css/style.css
@@ -145,8 +145,6 @@
   width: 100%;
   display: -webkit-box;
   display: flex;
-  -webkit-box-align: center;
-          align-items: center;
   -webkit-box-pack: justify;
           justify-content: space-between;
   position: absolute;
@@ -309,6 +307,8 @@
 }
 .trailer-video[data-v-42bb19c4] {
   max-width: 100%;
+  -o-object-fit: cover;
+     object-fit: cover;
 }
 .item[data-v-42bb19c4] {
   height: 18rem;
@@ -662,14 +662,6 @@
   width: 15rem;
 }
 
-/* $primary: #ff886c; */
-/* $logo-highlight: drop-shadow(1px 0 0 $highlight-weak) drop-shadow(-1px 0 0 $highlight-weak) drop-shadow(0 1px 0 $highlight-weak) drop-shadow(0 -1px 0 $highlight-weak); */
-@media (max-width: 1200px) {
-.releases .tiles {
-    grid-template-columns: repeat(auto-fit, minmax(20rem, 1fr));
-}
-}
-
 /* $primary: #ff886c; */
 /* $logo-highlight: drop-shadow(1px 0 0 $highlight-weak) drop-shadow(-1px 0 0 $highlight-weak) drop-shadow(0 1px 0 $highlight-weak) drop-shadow(0 -1px 0 $highlight-weak); */
 .network[data-v-e2e12602] {
@@ -759,7 +751,7 @@
   font-size: .9rem;
   font-weight: bold;
 }
-@media (max-width: 720px) {
+@media (max-width: 1200px) {
 .header[data-v-e2e12602],
   .header.hideable[data-v-e2e12602] {
     display: -webkit-box;
diff --git a/public/img/logos/bang/bangfcknews.png b/public/img/logos/bang/bangfakenews.png
similarity index 100%
rename from public/img/logos/bang/bangfcknews.png
rename to public/img/logos/bang/bangfakenews.png
diff --git a/public/img/logos/bang/bangscrewthecops.png b/public/img/logos/bang/screwthecops.png
similarity index 100%
rename from public/img/logos/bang/bangscrewthecops.png
rename to public/img/logos/bang/screwthecops.png
diff --git a/public/img/logos/bangbros/assparade.png b/public/img/logos/bangbros/assparade.png
new file mode 100644
index 00000000..210ac35f
Binary files /dev/null and b/public/img/logos/bangbros/assparade.png differ
diff --git a/public/img/logos/bangbros/avaspice.png b/public/img/logos/bangbros/avaspice.png
new file mode 100644
index 00000000..22503c6b
Binary files /dev/null and b/public/img/logos/bangbros/avaspice.png differ
diff --git a/public/img/logos/bangbros/backroomfacials.png b/public/img/logos/bangbros/backroomfacials.png
new file mode 100644
index 00000000..5c229184
Binary files /dev/null and b/public/img/logos/bangbros/backroomfacials.png differ
diff --git a/public/img/logos/bangbros/backroommilf.png b/public/img/logos/bangbros/backroommilf.png
new file mode 100644
index 00000000..44ab1ad7
Binary files /dev/null and b/public/img/logos/bangbros/backroommilf.png differ
diff --git a/public/img/logos/bangbros/ballhoneys.png b/public/img/logos/bangbros/ballhoneys.png
new file mode 100644
index 00000000..04526f6a
Binary files /dev/null and b/public/img/logos/bangbros/ballhoneys.png differ
diff --git a/public/img/logos/bangbros/bangbros18.png b/public/img/logos/bangbros/bangbros18.png
new file mode 100644
index 00000000..e579b1d5
Binary files /dev/null and b/public/img/logos/bangbros/bangbros18.png differ
diff --git a/public/img/logos/bangbros/bangbrosangels.png b/public/img/logos/bangbros/bangbrosangels.png
new file mode 100644
index 00000000..3b7612bc
Binary files /dev/null and b/public/img/logos/bangbros/bangbrosangels.png differ
diff --git a/public/img/logos/bangbros/bangbroscasting.png b/public/img/logos/bangbros/bangbroscasting.png
new file mode 100644
index 00000000..198c48aa
Binary files /dev/null and b/public/img/logos/bangbros/bangbroscasting.png differ
diff --git a/public/img/logos/bangbros/bangbrosclips.png b/public/img/logos/bangbros/bangbrosclips.png
new file mode 100644
index 00000000..384ae9e3
Binary files /dev/null and b/public/img/logos/bangbros/bangbrosclips.png differ
diff --git a/public/img/logos/bangbros/bangbrosremastered.png b/public/img/logos/bangbros/bangbrosremastered.png
new file mode 100644
index 00000000..a6c54863
Binary files /dev/null and b/public/img/logos/bangbros/bangbrosremastered.png differ
diff --git a/public/img/logos/bangbros/bangbus.png b/public/img/logos/bangbros/bangbus.png
new file mode 100644
index 00000000..02ad0e26
Binary files /dev/null and b/public/img/logos/bangbros/bangbus.png differ
diff --git a/public/img/logos/bangbros/bangpov.png b/public/img/logos/bangbros/bangpov.png
new file mode 100644
index 00000000..381e54dd
Binary files /dev/null and b/public/img/logos/bangbros/bangpov.png differ
diff --git a/public/img/logos/bangbros/bangtryouts.png b/public/img/logos/bangbros/bangtryouts.png
new file mode 100644
index 00000000..50babb9a
Binary files /dev/null and b/public/img/logos/bangbros/bangtryouts.png differ
diff --git a/public/img/logos/bangbros/bigmouthfuls.png b/public/img/logos/bangbros/bigmouthfuls.png
new file mode 100644
index 00000000..1e300bf9
Binary files /dev/null and b/public/img/logos/bangbros/bigmouthfuls.png differ
diff --git a/public/img/logos/bangbros/bigtitcreampie.png b/public/img/logos/bangbros/bigtitcreampie.png
new file mode 100644
index 00000000..8aa6e594
Binary files /dev/null and b/public/img/logos/bangbros/bigtitcreampie.png differ
diff --git a/public/img/logos/bangbros/bigtitsroundasses.png b/public/img/logos/bangbros/bigtitsroundasses.png
new file mode 100644
index 00000000..1acbf98b
Binary files /dev/null and b/public/img/logos/bangbros/bigtitsroundasses.png differ
diff --git a/public/img/logos/bangbros/blowjobfridays.png b/public/img/logos/bangbros/blowjobfridays.png
new file mode 100644
index 00000000..95dc364e
Binary files /dev/null and b/public/img/logos/bangbros/blowjobfridays.png differ
diff --git a/public/img/logos/bangbros/blowjobninjas.png b/public/img/logos/bangbros/blowjobninjas.png
new file mode 100644
index 00000000..22086f04
Binary files /dev/null and b/public/img/logos/bangbros/blowjobninjas.png differ
diff --git a/public/img/logos/bangbros/boobsquad.png b/public/img/logos/bangbros/boobsquad.png
new file mode 100644
index 00000000..373abc44
Binary files /dev/null and b/public/img/logos/bangbros/boobsquad.png differ
diff --git a/public/img/logos/bangbros/brownbunnies.png b/public/img/logos/bangbros/brownbunnies.png
new file mode 100644
index 00000000..4541e6b9
Binary files /dev/null and b/public/img/logos/bangbros/brownbunnies.png differ
diff --git a/public/img/logos/bangbros/canhescore.png b/public/img/logos/bangbros/canhescore.png
new file mode 100644
index 00000000..b25123b8
Binary files /dev/null and b/public/img/logos/bangbros/canhescore.png differ
diff --git a/public/img/logos/bangbros/casting.png b/public/img/logos/bangbros/casting.png
new file mode 100644
index 00000000..a57022d1
Binary files /dev/null and b/public/img/logos/bangbros/casting.png differ
diff --git a/public/img/logos/bangbros/chongas.png b/public/img/logos/bangbros/chongas.png
new file mode 100644
index 00000000..106dd065
Binary files /dev/null and b/public/img/logos/bangbros/chongas.png differ
diff --git a/public/img/logos/bangbros/colombiafuckfest.png b/public/img/logos/bangbros/colombiafuckfest.png
new file mode 100644
index 00000000..9faa9edc
Binary files /dev/null and b/public/img/logos/bangbros/colombiafuckfest.png differ
diff --git a/public/img/logos/bangbros/dirtyworldtour.png b/public/img/logos/bangbros/dirtyworldtour.png
new file mode 100644
index 00000000..82fa360c
Binary files /dev/null and b/public/img/logos/bangbros/dirtyworldtour.png differ
diff --git a/public/img/logos/bangbros/dorminvasion.png b/public/img/logos/bangbros/dorminvasion.png
new file mode 100644
index 00000000..7d32d18b
Binary files /dev/null and b/public/img/logos/bangbros/dorminvasion.png differ
diff --git a/public/img/logos/bangbros/facialfest.png b/public/img/logos/bangbros/facialfest.png
new file mode 100644
index 00000000..ccc14648
Binary files /dev/null and b/public/img/logos/bangbros/facialfest.png differ
diff --git a/public/img/logos/bangbros/favicon.png b/public/img/logos/bangbros/favicon.png
index 97670a50..2315afc3 100644
Binary files a/public/img/logos/bangbros/favicon.png and b/public/img/logos/bangbros/favicon.png differ
diff --git a/public/img/logos/bangbros/fuckteamfive.png b/public/img/logos/bangbros/fuckteamfive.png
new file mode 100644
index 00000000..13209758
Binary files /dev/null and b/public/img/logos/bangbros/fuckteamfive.png differ
diff --git a/public/img/logos/bangbros/gloryholeloads.png b/public/img/logos/bangbros/gloryholeloads.png
new file mode 100644
index 00000000..30bd0edd
Binary files /dev/null and b/public/img/logos/bangbros/gloryholeloads.png differ
diff --git a/public/img/logos/bangbros/latinarampage.png b/public/img/logos/bangbros/latinarampage.png
new file mode 100644
index 00000000..75b48f62
Binary files /dev/null and b/public/img/logos/bangbros/latinarampage.png differ
diff --git a/public/img/logos/bangbros/livingwithanna.png b/public/img/logos/bangbros/livingwithanna.png
new file mode 100644
index 00000000..e9bf821b
Binary files /dev/null and b/public/img/logos/bangbros/livingwithanna.png differ
diff --git a/public/img/logos/bangbros/magicalfeet.png b/public/img/logos/bangbros/magicalfeet.png
new file mode 100644
index 00000000..d07a0b31
Binary files /dev/null and b/public/img/logos/bangbros/magicalfeet.png differ
diff --git a/public/img/logos/bangbros/milflessons.png b/public/img/logos/bangbros/milflessons.png
new file mode 100644
index 00000000..369b8a24
Binary files /dev/null and b/public/img/logos/bangbros/milflessons.png differ
diff --git a/public/img/logos/bangbros/milfsoup.png b/public/img/logos/bangbros/milfsoup.png
new file mode 100644
index 00000000..9da69784
Binary files /dev/null and b/public/img/logos/bangbros/milfsoup.png differ
diff --git a/public/img/logos/bangbros/momishorny.png b/public/img/logos/bangbros/momishorny.png
new file mode 100644
index 00000000..32ad6475
Binary files /dev/null and b/public/img/logos/bangbros/momishorny.png differ
diff --git a/public/img/logos/bangbros/monstersofcock.png b/public/img/logos/bangbros/monstersofcock.png
new file mode 100644
index 00000000..9557d136
Binary files /dev/null and b/public/img/logos/bangbros/monstersofcock.png differ
diff --git a/public/img/logos/bangbros/mranal.png b/public/img/logos/bangbros/mranal.png
new file mode 100644
index 00000000..b7af1e73
Binary files /dev/null and b/public/img/logos/bangbros/mranal.png differ
diff --git a/public/img/logos/bangbros/mrcameltoe.png b/public/img/logos/bangbros/mrcameltoe.png
new file mode 100644
index 00000000..34bff46e
Binary files /dev/null and b/public/img/logos/bangbros/mrcameltoe.png differ
diff --git a/public/img/logos/bangbros/mydirtymaid.png b/public/img/logos/bangbros/mydirtymaid.png
new file mode 100644
index 00000000..9919267c
Binary files /dev/null and b/public/img/logos/bangbros/mydirtymaid.png differ
diff --git a/public/img/logos/bangbros/mylifeinbrazil.png b/public/img/logos/bangbros/mylifeinbrazil.png
new file mode 100644
index 00000000..fdb929bc
Binary files /dev/null and b/public/img/logos/bangbros/mylifeinbrazil.png differ
diff --git a/public/img/logos/bangbros/network.png b/public/img/logos/bangbros/network.png
index 81364bac..7d8c5794 100644
Binary files a/public/img/logos/bangbros/network.png and b/public/img/logos/bangbros/network.png differ
diff --git a/public/img/logos/bangbros/newbieblack.png b/public/img/logos/bangbros/newbieblack.png
new file mode 100644
index 00000000..ee4b0146
Binary files /dev/null and b/public/img/logos/bangbros/newbieblack.png differ
diff --git a/public/img/logos/bangbros/partyofthree.png b/public/img/logos/bangbros/partyofthree.png
new file mode 100644
index 00000000..dbfa20f3
Binary files /dev/null and b/public/img/logos/bangbros/partyofthree.png differ
diff --git a/public/img/logos/bangbros/pawg.png b/public/img/logos/bangbros/pawg.png
new file mode 100644
index 00000000..71bfd6da
Binary files /dev/null and b/public/img/logos/bangbros/pawg.png differ
diff --git a/public/img/logos/bangbros/pennyshow.png b/public/img/logos/bangbros/pennyshow.png
new file mode 100644
index 00000000..8332453b
Binary files /dev/null and b/public/img/logos/bangbros/pennyshow.png differ
diff --git a/public/img/logos/bangbros/pornstarspa.png b/public/img/logos/bangbros/pornstarspa.png
new file mode 100644
index 00000000..679bf6c9
Binary files /dev/null and b/public/img/logos/bangbros/pornstarspa.png differ
diff --git a/public/img/logos/bangbros/powermunch.png b/public/img/logos/bangbros/powermunch.png
new file mode 100644
index 00000000..0d955b2b
Binary files /dev/null and b/public/img/logos/bangbros/powermunch.png differ
diff --git a/public/img/logos/bangbros/publicbang.png b/public/img/logos/bangbros/publicbang.png
new file mode 100644
index 00000000..c16d41f8
Binary files /dev/null and b/public/img/logos/bangbros/publicbang.png differ
diff --git a/public/img/logos/bangbros/sluttywhitegirls.png b/public/img/logos/bangbros/sluttywhitegirls.png
new file mode 100644
index 00000000..a6e810d2
Binary files /dev/null and b/public/img/logos/bangbros/sluttywhitegirls.png differ
diff --git a/public/img/logos/bangbros/stepmomvideos.png b/public/img/logos/bangbros/stepmomvideos.png
new file mode 100644
index 00000000..f3967c3f
Binary files /dev/null and b/public/img/logos/bangbros/stepmomvideos.png differ
diff --git a/public/img/logos/bangbros/streetranger.png b/public/img/logos/bangbros/streetranger.png
new file mode 100644
index 00000000..aebb7d44
Binary files /dev/null and b/public/img/logos/bangbros/streetranger.png differ
diff --git a/public/img/logos/bangbros/tugjobs.png b/public/img/logos/bangbros/tugjobs.png
new file mode 100644
index 00000000..42d7d93e
Binary files /dev/null and b/public/img/logos/bangbros/tugjobs.png differ
diff --git a/public/img/logos/bangbros/workinglatinas.png b/public/img/logos/bangbros/workinglatinas.png
new file mode 100644
index 00000000..ef03be4b
Binary files /dev/null and b/public/img/logos/bangbros/workinglatinas.png differ
diff --git a/seeds/01_sites.js b/seeds/01_sites.js
index 4cb1fb05..8a5b28b3 100644
--- a/seeds/01_sites.js
+++ b/seeds/01_sites.js
@@ -124,6 +124,7 @@ function getSites(networksMap) {
             name: 'Trickery',
             slug: 'bangtrickery',
             url: 'https://www.bang.com/original/4800/bang-trickery',
+            parameters: JSON.stringify({ siteId: 4800 }),
             network_id: networksMap.bang,
         },
         {
@@ -131,8 +132,8 @@ function getSites(networksMap) {
             slug: 'yngrcom',
             // url: 'https://www.bang.com/original/5010/bang-yngr',
             url: 'https://yngr.com',
-            network_id: networksMap.bang,
             parameters: JSON.stringify({ siteId: 5010 }),
+            network_id: networksMap.bang,
         },
         {
             name: 'Roadside XXX',
@@ -146,17 +147,19 @@ function getSites(networksMap) {
             name: 'Surprise',
             slug: 'bangsurprise',
             url: 'https://www.bang.com/original/5000/bang-surprise',
+            parameters: JSON.stringify({ siteId: 5000 }),
             network_id: networksMap.bang,
         },
         {
             name: 'Real Teens',
             slug: 'bangrealteens',
             url: 'https://www.bang.com/original/3366/bang-real-teens',
+            parameters: JSON.stringify({ siteId: 3366 }),
             network_id: networksMap.bang,
         },
         {
             name: 'FCK.news',
-            slug: 'bangfcknews',
+            slug: 'bangfakenews',
             // url: 'https://www.bang.com/original/4998/bang-fckNews',
             url: 'https://fck.news',
             parameters: JSON.stringify({ siteId: 4998 }),
@@ -167,49 +170,56 @@ function getSites(networksMap) {
             slug: 'prettyandraw',
             // url: 'https://www.bang.com/original/4792/bang-pretty-and-raw',
             url: 'https://prettyandraw.com',
-            parameters: JSON.stringify({ siteId: 4782 }),
+            parameters: JSON.stringify({ siteId: 4792 }),
             network_id: networksMap.bang,
         },
         {
             name: 'Japan',
             slug: 'bangjapan',
             url: 'https://www.bang.com/original/3079/bang-japan',
+            parameters: JSON.stringify({ siteId: 3079 }),
             network_id: networksMap.bang,
         },
         {
             name: 'Rammed',
             slug: 'bangrammed',
             url: 'https://www.bang.com/original/4836/bang-rammed',
+            parameters: JSON.stringify({ siteId: 4836 }),
             network_id: networksMap.bang,
         },
         {
             name: 'Glamkore',
             slug: 'bangglamkore',
             url: 'https://www.bang.com/original/4586/bang-glamkore',
+            parameters: JSON.stringify({ siteId: 4586 }),
             network_id: networksMap.bang,
         },
         {
             name: 'Screw The Cops',
-            slug: 'bangscrewthecops',
+            slug: 'screwthecops',
             url: 'https://www.bang.com/original/4710/bang-screw-cops',
+            parameters: JSON.stringify({ siteId: 4710 }),
             network_id: networksMap.bang,
         },
         {
             name: 'Real MILFs',
             slug: 'bangrealmilfs',
             url: 'https://www.bang.com/original/4448/bang-real-milfs',
+            parameters: JSON.stringify({ siteId: 4448 }),
             network_id: networksMap.bang,
         },
         {
             name: 'Confessions',
             slug: 'bangconfessions',
             url: 'https://www.bang.com/original/4308/bang-confessions',
+            parameters: JSON.stringify({ siteId: 4308 }),
             network_id: networksMap.bang,
         },
         {
             name: 'Casting',
             slug: 'bangcasting',
             url: 'https://www.bang.com/original/3261/bang-casting',
+            parameters: JSON.stringify({ siteId: 3261 }),
             network_id: networksMap.bang,
         },
         // BANGBROS
@@ -294,7 +304,7 @@ function getSites(networksMap) {
             parameters: null,
         },
         {
-            slug: 'bangcasting',
+            slug: 'bangbroscasting',
             network_id: networksMap.bangbros,
             name: 'Bang Casting',
             url: 'https://bangbros.com/websites/bangcasting',
@@ -542,9 +552,9 @@ function getSites(networksMap) {
             parameters: null,
         },
         {
-            slug: 'partyof3',
+            slug: 'partyofthree',
             network_id: networksMap.bangbros,
-            name: 'Party of 3',
+            name: 'Party of Three',
             url: 'https://bangbros.com/websites/partyof3',
             description: null,
             parameters: null,
diff --git a/src/actors.js b/src/actors.js
index 9569c0df..45f8e2b6 100644
--- a/src/actors.js
+++ b/src/actors.js
@@ -9,6 +9,7 @@ const argv = require('./argv');
 const scrapers = require('./scrapers/scrapers');
 const whereOr = require('./utils/where-or');
 const resolvePlace = require('./utils/resolve-place');
+const slugify = require('./utils/slugify');
 const { createMediaDirectory, storePhotos } = require('./media');
 
 async function curateActor(actor) {
@@ -89,7 +90,7 @@ function curateActorEntry(actor, scraped, scrapeSuccess) {
             .split(' ')
             .map(segment => `${segment.charAt(0).toUpperCase()}${segment.slice(1)}`)
             .join(' '),
-        slug: actor.name.toLowerCase().replace(/\s+/g, '-'),
+        slug: slugify(actor.name),
         birthdate: actor.birthdate,
         description: actor.description,
         gender: actor.gender,
@@ -320,7 +321,7 @@ async function mergeProfiles(profiles, actor) {
 async function scrapeActors(actorNames) {
     await Promise.map(actorNames || argv.actors, async (actorName) => {
         try {
-            const actorSlug = actorName.toLowerCase().replace(/\s+/g, '-');
+            const actorSlug = slugify(actorName);
             const actorEntry = await knex('actors').where({ slug: actorSlug }).first();
             const sources = argv.sources ? argv.sources.map(source => [source, scrapers.actors[source]]) : Object.entries(scrapers.actors);
 
@@ -393,28 +394,40 @@ async function scrapeBasicActors() {
 }
 
 async function associateActors(mappedActors, releases) {
+    const actorNames = Object.keys(mappedActors);
+    const actorSlugs = actorNames.map(name => slugify(name));
+
     const [existingActorEntries, existingAssociationEntries] = await Promise.all([
-        knex('actors').whereIn('name', Object.keys(mappedActors)),
+        knex('actors')
+            .whereIn('name', actorNames)
+            .orWhereIn('slug', actorSlugs),
         knex('releases_actors').whereIn('release_id', releases.map(release => release.id)),
     ]);
 
-    const associations = await Promise.map(Object.entries(mappedActors), async ([actorName, releaseIds]) => {
-        const actorEntry = existingActorEntries.find(actor => actor.name === actorName)
-            || await storeActor({ name: actorName });
+    console.log(actorNames, actorSlugs, existingActorEntries.map(actor => actor.name));
 
-        return releaseIds
-            .map(releaseId => ({
-                release_id: releaseId,
-                actor_id: actorEntry.id,
-            }))
-            .filter(association => !existingAssociationEntries
-                // remove associations already in database
-                .some(associationEntry => associationEntry.actor_id === association.actor_id
-                    && associationEntry.release_id === association.release_id));
+    const associations = await Promise.map(Object.entries(mappedActors), async ([actorName, releaseIds]) => {
+        try {
+            const actorEntry = existingActorEntries.find(actor => actor.name === actorName)
+                || await storeActor({ name: actorName });
+
+            return releaseIds
+                .map(releaseId => ({
+                    release_id: releaseId,
+                    actor_id: actorEntry.id,
+                }))
+                .filter(association => !existingAssociationEntries
+                    // remove associations already in database
+                    .some(associationEntry => associationEntry.actor_id === association.actor_id
+                        && associationEntry.release_id === association.release_id));
+        } catch (error) {
+            console.error(actorName, error);
+            return null;
+        }
     });
 
     await Promise.all([
-        knex('releases_actors').insert(associations.flat()),
+        knex('releases_actors').insert(associations.filter(association => association).flat()),
         scrapeBasicActors(),
     ]);
 }
diff --git a/src/releases.js b/src/releases.js
index f19cc7df..96fcac0d 100644
--- a/src/releases.js
+++ b/src/releases.js
@@ -172,12 +172,16 @@ async function attachChannelSite(release) {
         };
     }
 
-    const urlSite = await findSiteByUrl(release.channel);
+    try {
+        const urlSite = await findSiteByUrl(release.channel);
 
-    return {
-        ...release,
-        site: urlSite,
-    };
+        return {
+            ...release,
+            site: urlSite,
+        };
+    } catch (error) {
+        throw new Error(`Unable to derive channel site from generic URL: ${release.url}.`);
+    }
 }
 
 async function attachStudio(release) {
@@ -384,7 +388,7 @@ async function storeReleases(releases) {
     const storedReleases = await Promise.map(releases, async (release) => {
         try {
             const releaseWithChannelSite = await attachChannelSite(release);
-            const releaseWithStudio = await attachStudio(release);
+            const releaseWithStudio = await attachStudio(releaseWithChannelSite);
             const releaseId = await storeRelease(releaseWithStudio);
 
             return {
@@ -403,6 +407,8 @@ async function storeReleases(releases) {
     const actors = accumulateActors(storedReleases);
     const movies = accumulateMovies(storedReleases);
 
+    console.log(actors);
+
     await Promise.all([
         associateActors(actors, storedReleases),
         Promise.map(storedReleases, async release => storeReleaseAssets(release, release.id), {
diff --git a/src/scrapers/bang.js b/src/scrapers/bang.js
index f0ed9b7e..7feff504 100644
--- a/src/scrapers/bang.js
+++ b/src/scrapers/bang.js
@@ -2,6 +2,11 @@
 
 const bhttp = require('bhttp');
 
+const slugify = require('../utils/slugify');
+
+const clusterId = '617fb597b659459bafe6472470d9073a';
+const authKey = 'YmFuZy1yZWFkOktqVDN0RzJacmQ1TFNRazI=';
+
 function encodeId(id) {
     return Buffer
         .from(id, 'hex')
@@ -11,52 +16,62 @@ function encodeId(id) {
         .replace(/=/g, ',');
 }
 
+function decodeId(id) {
+    const restoredId = id
+        .replace(/-/g, '+')
+        .replace(/_/g, '/')
+        .replace(/,/g, '=');
+
+    return Buffer
+        .from(restoredId, 'base64')
+        .toString('hex');
+}
+
+function scrapeScene(scene, site) {
+    const release = {
+        site,
+        entryId: scene.id,
+        title: scene.name,
+        description: scene.description,
+        actors: scene.actors.map(actor => actor.name),
+        tags: scene.genres.concat(scene.actions).map(genre => genre.name),
+        duration: scene.duration,
+    };
+
+    const slug = slugify(release.title);
+    release.url = `https://www.bang.com/video/${encodeId(release.entryId)}/${slug}`;
+
+    const date = new Date(scene.releaseDate);
+    release.date = new Date(Date.UTC(date.getUTCFullYear(), date.getUTCMonth(), date.getUTCDate()));
+
+    if (scene.is4k) release.tags.push('4k');
+    if (scene.gay) release.tags.push('gay');
+
+    const defaultPoster = scene.screenshots.find(photo => photo.default === true);
+    const photoset = scene.screenshots.filter(photo => photo.default === false);
+
+    const photos = defaultPoster ? photoset : photoset.slice(1);
+    const poster = defaultPoster || photoset[0];
+
+    release.poster = `https://i.bang.com/screenshots/${scene.dvd.id}/movie/${scene.order}/${poster.screenId}.jpg`;
+    release.photos = photos.map(photo => `https://i.bang.com/screenshots/${scene.dvd.id}/movie/${scene.order}/${photo.screenId}.jpg`);
+
+    release.trailer = {
+        src: `https://i.bang.com/v/${scene.dvd.id}/${scene.identifier}/preview.mp4`,
+    };
+
+    release.channel = scene.series.name
+        .replace(/[! .]/g, '')
+        .replace('&', 'and');
+
+    return release;
+}
+
 function scrapeLatest(scenes, site) {
-    return scenes.map(({ _source: scene }) => {
-        const release = {
-            site,
-            entryId: encodeId(scene.id),
-            title: scene.name,
-            description: scene.description,
-            actors: scene.actors.map(actor => actor.name),
-            tags: scene.genres.concat(scene.actions).map(genre => genre.name),
-            duration: scene.duration,
-        };
-
-        const slug = release.title.toLowerCase().trim().replace(/\s+/g, '-');
-        release.url = `https://www.bang.com/video/${release.entryId}/${slug}`;
-
-        const date = new Date(scene.releaseDate);
-        release.date = new Date(Date.UTC(date.getUTCFullYear(), date.getUTCMonth(), date.getUTCDate()));
-
-        if (scene.is4k) release.tags.push('4k');
-        if (scene.gay) release.tags.push('gay');
-
-        const defaultPoster = scene.screenshots.find(photo => photo.default === true);
-        const photoset = scene.screenshots.filter(photo => photo.default === false);
-
-        const photos = defaultPoster ? photoset : photoset.slice(1);
-        const poster = defaultPoster || photoset[0];
-
-        release.poster = `https://i.bang.com/screenshots/${scene.dvd.id}/movie/1/${poster.screenId}.jpg`;
-        release.photos = photos.map(photo => `https://i.bang.com/screenshots/${scene.dvd.id}/movie/1/${photo.screenId}.jpg`);
-
-        release.trailer = {
-            src: `https://i.bang.com/v/${scene.dvd.id}/${scene.identifier}/preview.mp4`,
-        };
-
-        release.studio = scene.series.name
-            .replace(/[! .]/g, '')
-            .replace('&', 'and');
-
-        return release;
-    });
+    return scenes.map(({ _source: scene }) => scrapeScene(scene, site));
 }
 
 async function fetchLatest(site, page = 1) {
-    const clusterId = '617fb597b659459bafe6472470d9073a';
-    const authKey = 'YmFuZy1yZWFkOktqVDN0RzJacmQ1TFNRazI=';
-
     const res = await bhttp.post(`https://${clusterId}.us-east-1.aws.found.io/videos/video/_search`, {
         size: 50,
         from: (page - 1) * 50,
@@ -75,6 +90,8 @@ async function fetchLatest(site, page = 1) {
                             },
                         },
                     },
+                    /*
+                     * global fetch
                     {
                         nested: {
                             path: 'studio',
@@ -94,6 +111,26 @@ async function fetchLatest(site, page = 1) {
                             },
                         },
                     },
+                    */
+                    {
+                        nested: {
+                            path: 'series',
+                            query: {
+                                bool: {
+                                    must: [
+                                        {
+                                            match: {
+                                                'series.id': {
+                                                    operator: 'AND',
+                                                    query: site.parameters.siteId,
+                                                },
+                                            },
+                                        },
+                                    ],
+                                },
+                            },
+                        },
+                    },
                 ],
                 must_not: [
                     {
@@ -121,7 +158,20 @@ async function fetchLatest(site, page = 1) {
     return scrapeLatest(res.body.hits.hits, site);
 }
 
+async function fetchScene(url, site) {
+    const encodedId = new URL(url).pathname.split('/')[2];
+    const entryId = decodeId(encodedId);
+
+    const res = await bhttp.get(`https://${clusterId}.us-east-1.aws.found.io/videos/video/${entryId}`, {
+        headers: {
+            Authorization: `Basic ${authKey}`,
+        },
+    });
+
+    return scrapeScene(res.body._source, site); // eslint-disable-line no-underscore-dangle
+}
+
 module.exports = {
     fetchLatest,
-    // fetchScene,
+    fetchScene,
 };
diff --git a/src/scrapers/bangbros.js b/src/scrapers/bangbros.js
index 7a0f88bf..b00fce00 100644
--- a/src/scrapers/bangbros.js
+++ b/src/scrapers/bangbros.js
@@ -5,9 +5,6 @@ const bhttp = require('bhttp');
 const cheerio = require('cheerio');
 const moment = require('moment');
 
-const knex = require('../knex');
-const { matchTags } = require('../tags');
-
 function scrapeLatest(html, site) {
     const $ = cheerio.load(html, { normalizeWhitespace: true });
     const sceneElements = $('.echThumb').toArray();
@@ -57,7 +54,7 @@ async function scrapeScene(html, url, site) {
     const description = sceneElement.find('.vdoDesc').text().trim();
 
     const [siteName, ...actors] = sceneElement.find('.vdoCast a').map((actorIndex, actorElement) => $(actorElement).text()).toArray();
-    const siteId = siteName.replace(/[\s']+/g, '').toLowerCase();
+    const siteSlug = siteName.replace(/[\s']+/g, '').toLowerCase();
 
     const poster = `https:${$('img#player-overlay-image').attr('src')}`;
     const trailer = `https:${$('source[type="video/mp4"]').attr('src')}`;
@@ -66,17 +63,7 @@ async function scrapeScene(html, url, site) {
     // all scenes seem to have 12 album photos available, not always included on the page
     const photos = Array.from({ length: 12 }, (val, index) => firstPhotoUrl.replace(/big\d+/, `big${index + 1}`));
 
-    const rawTags = $('.vdoTags a').map((tagIndex, tagElement) => $(tagElement).text()).toArray();
-
-    const [channelSite, tags] = await Promise.all([
-        site.isFallback
-            ? knex('sites')
-                .where({ slug: siteId })
-                .orWhere({ name: siteName })
-                .first()
-            : site,
-        matchTags(rawTags),
-    ]);
+    const tags = $('.vdoTags a').map((tagIndex, tagElement) => $(tagElement).text()).toArray();
 
     const stars = Number(sceneElement.find('.bVdPl_it_like .bVdPl_txt').text().replace('% like', '')) / 20;
 
@@ -96,12 +83,13 @@ async function scrapeScene(html, url, site) {
         rating: {
             stars,
         },
-        site: channelSite || site,
+        site,
+        channel: siteSlug === 'bangcasting' ? 'bangbroscasting' : siteSlug,
     };
 }
 
 async function fetchLatest(site, page = 1) {
-    const res = await bhttp.get(`https://bangbros.com/websites/${site.slug}/${page}`);
+    const res = await bhttp.get(`${site.url}/${page}`);
 
     return scrapeLatest(res.body.toString(), site);
 }
diff --git a/src/utils/slugify.js b/src/utils/slugify.js
new file mode 100644
index 00000000..aa5040e6
--- /dev/null
+++ b/src/utils/slugify.js
@@ -0,0 +1,7 @@
+'use strict';
+
+function slugify(string) {
+    return string.trim().toLowerCase().match(/\w+/g).join('-');
+}
+
+module.exports = slugify;
diff --git a/src/web/plugins/plugins.js b/src/web/plugins/plugins.js
index bb53f6aa..5f320ca7 100644
--- a/src/web/plugins/plugins.js
+++ b/src/web/plugins/plugins.js
@@ -2,8 +2,10 @@
 
 const ActorPlugins = require('./actors');
 const SitePlugins = require('./sites');
+// const ReleasePlugins = require('./releases');
 
 module.exports = {
     ActorPlugins,
     SitePlugins,
+    ReleasePlugins: [],
 };
diff --git a/src/web/plugins/releases.js b/src/web/plugins/releases.js
new file mode 100644
index 00000000..109f2d95
--- /dev/null
+++ b/src/web/plugins/releases.js
@@ -0,0 +1,12 @@
+'use strict';
+
+const { makeExtendSchemaPlugin, gql } = require('graphile-utils');
+
+const schemaExtender = makeExtendSchemaPlugin(_build => ({
+    typeDefs: gql`
+    `,
+    resolvers: {
+    },
+}));
+
+module.exports = [schemaExtender];
diff --git a/src/web/server.js b/src/web/server.js
index e0c3ca3f..6c3eff0b 100644
--- a/src/web/server.js
+++ b/src/web/server.js
@@ -11,7 +11,7 @@ const PgConnectionFilterPlugin = require('postgraphile-plugin-connection-filter'
 const PgSimplifyInflectorPlugin = require('@graphile-contrib/pg-simplify-inflector');
 const PgOrderByRelatedPlugin = require('@graphile-contrib/pg-order-by-related');
 
-const { ActorPlugins, SitePlugins } = require('./plugins/plugins');
+const { ActorPlugins, SitePlugins, ReleasePlugins } = require('./plugins/plugins');
 
 const {
     fetchReleases,
@@ -57,6 +57,7 @@ function initServer() {
                 PgOrderByRelatedPlugin,
                 ...ActorPlugins,
                 ...SitePlugins,
+                ...ReleasePlugins,
             ],
         },
     ));