Costello's first album of original material in six years is a return to his new wave/punk/rock roots, with several members of The Attractions (Steve Nieve, Pete Thomas) in tow.

The legendary rocker's ninth album is a lowercase effort (song titles included), featuring her daughter Jesse on piano on the title track, as well as the same backing band that has been with her for the past decade.

This is the fourth studio album for the all-female four-piece from Brighton, England.

The indie supergroup, featuring Carrie Brownstein and Janet Weiss of Sleater-Kinney, releases its debut power pop album.

The fourth full-length release for the Vermont-based emo-rap artist features guest appearances from Judge, Kennyhoopla and Misogi.

The third and final album from Bun B's Trill trilogy features such guests as Drake, Gucci Mane, Twista, Trey Songz, T-Pain, and Young Jeezy.

The debut full-length release for the Nashville-based singer-songwriter from Texas was produced by Alberto Sewald and Logan Chung.

The Deluxe edition of the 1970 final studio release from the Fab Four features a remaster of the the original album, two disc of rehearsals and session recordings, a remaster of Glyn Johns' original 1969 Get Back mix, and a Ep includes two unreleased Johns mixes. The Super Deluxe edition adds a Blu-ray disc of the remastered album and a 105-page hardcover book.

The fifth full-length release for British indie singer-songwriter Jamie T was produced by Hugo White.

The first full-length studio release in four years from Santigold features contributions from such artists as Boys Noize, Lido, Rostam, SBTRKT, and Yeah Yeah Yeahs' Nick Zinner.

The seventh full-length release for the British singer-songwriter is her first since moving to California and was produced by Andrew Hung of Fuck Buttons.

This is the third album for the Los Angeles punk rock band.

The latest album for the Grammy-nominated singer-songwriter was produced with Chris Bruce.

The trio becomes a quartet with the addition of second guitarist Austin Jenkins on its latest album of indie rock.

The 15th full-length studio release for the German metalband was produced by Andy Sneap and is its fourth album since reforming in 2009 with Mark Tornillo.

This debut album from the French electronica trio features the Wild Colonials' Angela McCluskey on vocals on a number of tracks.

The latest full-length release for Los Angeles-based artist Jean Dawson features guest appearances from George Clanton and Earl Sweatshirt.

Southern California's Alien Ant Farm is the first band signed to Papa Roach's New Noize label.

The 10th album for the alt-rocker features Susanna Hoffs on backing vocals on one track.

The second full-length release for the Los Angeles-based harpist was created in a Northern California barn during a residency at the Headlands Center for the Arts.

Simon Trought returns to produce the second album for the London-based indie pop band led by Elizabeth Morris.

Viktor Krauss, Aiofe O'Donovan, Darrell Scott, and Chris Thile appear as guests on the third full-length release for the singer-songwriter.

This second Maritime LP is the final one to feature former Dismemberment Plan bassist Eric Axelson, who left the group (which also includes former members of the Promise Ring) after its recording.

Eminem continues his forward momentum with confrontational, angst-ridden rap that digs deep into the psyche on his new album.

The debut album for Tom Krell, a singer from Germany, includes tracks that were previously released on EPs.

The ninth full-length studio release for the rock band was co-produced with Tyler Bates.

The cosmopolitan electroclash foursome returns with a follow-up to their well-received 2001 debut, '604.'

The first release in 11 years for the British garage rock band led by Carl Barât and Pete Doherty.

The seventh full-length studio release for the Canadian post-punk band was produced by The Besnard Lake's Jace Lasek.

Stephin Merritt handles all of the vocal duties on Magnetic Fields' latest release (so named because each song title begins with the letter I), though the musicians who helped flesh out '69 Love Songs' return, including Claudia Gonson (also of Future Bible Heroes and the band's manager), John Woo and Sam Davol.

Al Jourgensen is back, and, apparently, angrier than ever. Included here on the industrial band's eighth album is a cover of Magazine's "The Light Pours Out of Me."

The singer-songwriter self-produced (with the help of Pet Shop Boys' Neil Tennant) this follow-up to 'Want Two.' Richard Thompson guests.

The debut album for the Kentucky indie-rock band was produced by Jay Joyce.

The solo debut release for Chairlift's Caroline Polachek was recorded on her laptop in various locations while on tour.

The latest full-length solo release for the British singer-songwriter was self-produced.

This debut disc for the New York duo of Warren Fischer and Casey Spooner was originally released in 2001 on Germany's International Deejay Gigolos label and immediately generated such buzz (partly due to the album's infectious 'electroclash' sound, and partly due to the pair's notoriety in the fashion scene) that English label Ministry Of Sound snapped up the album (and the duo) for a reported £2 million.

'Almost Killed Me' is the debut for the New York City band featuring two former members of Lifter Puller, including band founder Craig Finn. Unlike most recent NYC bands, they draw their influences from classic American rock.

The 12th full-length release for the orchestral pop band led by Neil Hannon was recorded in London and Ireland.

The first full-length solo release for Lone Justice singer in 13 years features a 19-piece orchestra.

This is the third full-length release for the Brooklyn-based quintet was self-recorded.

The first new release from the indie rock artist in six years was self-produced, mixed by Rob Schnapf and features a guest appearance from Lana Del Rey.

The Scottish band's eagerly-awaited follow-up to their acclaimed self-titled debut is preceded by yet another insanely catchy single, "Do You Want To."

Tom Petty, Mike Campbell, and Ryan Ulyate picked the live songs for the four-disc collection of concert recordings spanning from 1978 to 2007.

The 13th full-length studio release for the nu-metal band was produced by Nick Raskulinecz.

Chris Goss (Kyuss) produced this second album for the UK rockers.

The second full-length major studio release for the Louisiana country artist was co-produced with Dann Huff.

This is the fourth album for the London-based, Brazilian-born jungle/breakbeat producer and DJ, following 2000's well-received 'Supermodified.'

The incarcerated rapper won't be touring for a while, but that didn't stop him from releasing his first album in four years, which features collaborations with Just Blaze, Cam'ron, The Neptunes, Snoop Dogg and Buckwild.

The second full-length release for the British indie rock was produced by Dreamtrak.

The veteran musician is backed by REM and/or Minus 5 members Peter Buck, Scott McCaughey, and Bill Rieflin (together, the Venus 3) on his first release since 2004's 'Spooked.'

Bassist Stephen Bruner collaborated with Flying Lotus on his second release infused by jazz, soul, and electronic music elements as Thundercat.

The fourth full-length solo release for The Last Shadow Puppets/The Rascals frontman Miles Kane features a guest appearance from Corinne Bailey Rae.

This is the second full-length release for the experimental pop group led by Nicole Miglis.

Originally released on Black Friday Record Store Day in 2015, the Mekons and Robbie Fulks went to the Scottish island of Jura to record the album of acoustic folk songs.

The 50th Anniversary Edition of the rock band's 1968 album was remastered by Bob Ludwig. The vinyl version includes a separate 12" vinyl of the mono-version of "Sympathy For the Devil" and a copy of the Japanese-only bonus flexi-disc that included a 1968 telephone interview with Mick Jagger.

Previously known as Smog, Bill Callahan releases only the second album under his real name.

James Ford and Jas Shaw's third studio album as Simian Mobile Disco is a mix of house and techno electronic music.

'Bleed' marks Shirley Manson and Butch Vig's first Garbage album since 2001. Dave Grohl guests on one track.

The folk singer-songwriter's divorce from Tom Bevitori was an influence on the John Askew-produced fourth full-length release.

This is the debut full-length for the Nashville-based rock band consisting of three brothers (the sons of a preacher) and their cousin.

This is the debut release for the group that includes producer Black Milk, Guilty Simpson, and Sean Price.

This is the debut album for the singer-songwriter who won the Brit's Critic Choice Award for best new artist in 2012.

This is the third full-length studio release for the Maynard James Keenan music project that began as a joke band for a Mr. Show sketch.

The debut album for the Canadian quartet was produced by Chad VanGaalen.

The third full-length studio release for the garage rock band was self-produced.

Released exclusively on Apple Music/iTunes, the third full-length studio album for the rapper features guest appearances from such artists as Marsha Ambrosius, BJ the Chicago Kid, Eminem, The Game, Ice Cube, Justus, Kendrick Lamar, Craig Owens, Jill Scott, Snoop Dogg, and Xzibit.

The fifth full-length release for the R&B singer is his first in seven years and was co-produced with Hod David.

The John Dwyer-led band shortens its name from Thee Oh Sees to just Oh Sees for its 19th full-length studio release.

This is the debut full-length release for the Philadelphia indie rock artist Alex Giannascoli. [This album was originally credited under the name Alex G]

The official solo debut for the Phish head features 12 new Anastasio-penned tracks, with the guitarist backed by an eight-piece band.

Mark E. Smith & Co. return with their full-length follow-up to 'The Real New Fall LP.'

"Ten Pieces" is the fourth album for Swedish psych-rocker Gustav Ejstes, who is joined here by guitarist Reine Fiske.

The second full-length release for the Catalonia indie rock band was influenced by the band's experiences after the release of its debut album in 2015.

Faithfull's latest comes with some all-star assistance: P.J. Harvey wrote, produced and performed on over half of the tracks, with Damon Albarn and Nick Cave contributing to others.

The first release in eight years from the blues-rock trio was produced by frontman Jon Spencer.

The debut full-length studio release for the British rapper features guest appearances from Aitch, Bugsey, Haile, M Huncho, Ivorian Doll, Mahalia, Kaash Paige, Skepta, Stormzy, AJ Tracey, Young Adz, and Young T.

The hip-hop producer--unusually recording under his own name--offers a soundtrack to an imaginary movie.

The first studio release in 17 years for the British pop singer was produced with Boz Boorer.

The fourth full-length release for the Tennessean country singer was produced by Kevin Agunas and Dan Auerbach.

The second full-length release for the pop singer includes an Avicii track, as well as guest appearances from Bebe Rexha, Cardi B, Charli XCX, Julia Michaels, Liam Payne, and Rudimental.

Steve Albini co-produced the artist's first album in three years.

The third album for the British jazz band incorporates electronic elements to its sound.

This is the debut release for the art rock band led by the Deftones' Chino Moreno with Isis members Clifford Meyer, Jeff Caxide, and Aaron Harris completing the line-up.

The sixth full-length release for the gypsy punk band led by Eugene Hütz was produced by Andrew Scheps.