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title: The Best Fantasy Books You've Never Heard Of
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source: https://bookriot.com/under-the-radar-fantasy-books/
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author: shenwei
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published: 2022-04-26
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created: 2025-12-19
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description: Speculative fiction readers will discover some hidden gems with this list of the best fantasy books you've never heard of.
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tags: []
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---
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Reader, beware! If you’ve been reading in a genre long enough, it’s easy to convince yourself you know every book in it that’s worth knowing — which is exactly why I’ve put together this list of the best fantasy books you’ve never heard of. Every book listed below — except one — has been on store shelves for *at least* a year, and many much, *much* longer than that. But with fewer than 500 Goodreads reviews each, these titles are unsung gems, waiting for new readers to discover them.
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The mere mention of fantasy conjures images of dragons, knights, elves, and magic spells. There’s a lot more to speculative fiction than that, however. To that end, I’ve picked books from across the genre, including epic fantasy quests, urban fantasy adventures, and tales that blur the line between fantasy and science fiction. In addition, this selection spans more than 40 years of fantasy publishing and represents a broad spectrum of cultures — from Viking Norway to the contemporary Chinese diaspora.
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This is all to say that, no matter how wide your reading net has been cast, you’ll likely find something new-to-you to love here. Keep scrolling to find some new names for your bookshelf, and a few titles from fan-favorite fantasy authors to boot.
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a photo of a blue hot air balloon against a pink cloudy sky
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## The Best Fantasy Books You’ve Never Heard Of
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[](https://www.amazon.com/gp/product/1082360856/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1082360856)
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### The Labyrinth’s Archivist by Day Al-Mohamed
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Born with perfect recall, Azulea comes from a long line of Archivists: men and women who record the myriad hallways and fantastic stories of the Labyrinth. She remembers every story she’s ever been told. But, shut out of the Archivists’ cartography practice because she is blind, Azulea is barred from continuing her family’s traditions. When someone begins murdering Archivists, however, Azulea’s gift of recall may be the only thing capable of keeping history alive.
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|
||||
[](https://www.amazon.com/gp/product/0141310685/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=0141310685)
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### Westmark by Lloyd Alexander
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Although he’s best known for his [Chronicles of Prydain](https://www.amazon.com/gp/product/B00I9C2DG0/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=B00I9C2DG0 "Buy from Amazon") and [Time Cat](https://www.amazon.com/gp/product/0312632134/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=0312632134 "Buy from Amazon"), Lloyd Alexander’s Westmark Trilogy is well worth readers’ time and attention. The story here centers on Theo: a printer’s apprentice who takes a publishing job from a traveling con artist, only to find himself on the run from the authorities…and working in the mountebank’s show.
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[](https://www.amazon.com/gp/product/0060281278/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=0060281278)
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### Echo by Francesca Lia Block
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First published in 2001, this YA novel from [Weetzie Bat](https://www.amazon.com/gp/product/0060736259/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=0060736259 "Buy from Amazon") author Francesca Lia Block has spent more than 20 years out of the spotlight. This lyrical offering sprinkles fairy dust and dragon scales over the gritty L.A. of the late 20th century, and introduces readers to the eponymous Echo: a half-angel struggling to make sense of her place in the world.
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[](https://www.amazon.com/gp/product/1616963468/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1616963468)
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### Driftwood by Marie Brennan
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Driftwood is the place where worlds go to die. When new worlds float through the fog to join the patchwork island, they push earlier arrivals closer to the all-consuming maw at its center. Everyone in Driftwood dies. Everyone, that is, except for Last: the tragic, romantic figure whose disappearance is the catalyst for Marie Brennan’s 2020 novel.
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||||
[](https://www.amazon.com/gp/product/1612195466/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1612195466)
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### The Insides by Jeremy P. Bushnell
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A master butcher at one of NYC’s hottest restaurants, Ollie’s living a life far removed from her gritty origins as a street magician. She thought she’d given magic up a long time ago, but that was before she began to suspect her arch rival and business partner owed his skill to a magical artifact. Tracking down the origins of Guychardson’s favorite knife puts Ollie square in the crosshairs of a deadly duo of treasure-hunters.
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||||
[](https://www.amazon.com/gp/product/1618731866/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1618731866)
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### Spirits Abroad by Zen Cho
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First published in 2014, Zen Cho’s *Spirits Abroad* got an all-new edition in Summer 2021. This collection of stories inspired by Chinese folklore still hasn’t gotten the attention it deserves, however. Featuring nine tales not featured in the original — and out-of-print — edition, this must-read will delight longtime Cho fans and newcomers alike.
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[](https://www.amazon.com/gp/product/0857662368/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=0857662368)
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### Obsidian and Blood by Aliette de Bodard
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*Obsidian and Blood* collects Aliette de Bodard’s Acatl Trilogy — [Servant of the Underworld](https://www.amazon.com/gp/product/1625672047/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1625672047 "Buy from Amazon"), [Harbinger of the Storm,](https://www.amazon.com/gp/product/1625672497/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1625672497 "Buy from Amazon") and [Master of the House of Darts](https://www.amazon.com/gp/product/B009RK9CBW/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=B009RK9CBW "Buy from Amazon") — in a single volume. The series centers on Acatl, an Aztec priest, who is called on to investigate the disappearance and possible murder of a priestess: a case in which his own brother is the prime suspect.
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|
||||
[](https://www.amazon.com/gp/product/1529411912/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1529411912)
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### Blackheart Knights by Laure Eve
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Want to read a queer Arthurian retelling with a gritty modern setting? Look no further than Laure Eve’s *Blackheart Knights*. This is the only novel on this list that’s less than a year old at the time of this writing, but given that Samantha Shannon dubbed it “the coolest thing you’ll read this year,” I think you’ll agree it’s earned its place here.
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[](https://www.amazon.com/gp/product/8831959395/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=8831959395)
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### Crota by Owl Goingback
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In this late ’90s horror-fantasy, Hawk, a Native American game warden, is called up to investigate a series of “bear attacks” in rural Missouri. A trained shaman, he quickly discovers that something much more dangerous is at play. An ancient entity, Crota, has escaped its prison, and it’s up to Hawk and a handpicked team of hunters to take it down, once and for all.
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[](https://www.amazon.com/gp/product/1455528404/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1455528404)
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### Sister Mine by Nalo Hopkinson
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From the author of [Falling in Love with Hominids](https://www.amazon.com/gp/product/1616961988/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1616961988 "Buy from Amazon") and [Midnight Robber](https://www.amazon.com/gp/product/0446675601/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=0446675601 "Buy from Amazon"), *Sister Mine* tells the story of Abby and Makeda: the conjoined twin daughters of a demigod and a mortal woman. Born without her father’s magic, Makeda has always felt like an outsider among his people. Now, separated from Abby, she’s prepared to make her own way in the world. That is, until her father disappears, and a reunion between Makeda and Abby may be the only way to save him.
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[](https://www.amazon.com/gp/product/B0115WIXM8/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=B0115WIXM8)
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### Sing the Four Quarters by Tanya Huff
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Best known for urban fantasy novels like [Blood Price](https://www.amazon.com/gp/product/B004W5MFEI/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=B004W5MFEI "Buy from Amazon") and [Smoke and Shadows](https://www.amazon.com/gp/product/B006UMI28E/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=B006UMI28E "Buy from Amazon"), Tanya Huff published this quartet in the mid-to-late 1990s. The series-starter, *Sing the Four Quarters*, follows Annice, a princess who relinquished her claim to the throne to pursue a magical education at the Bardic Hall. But when her relationship with a nobleman results in a forbidden pregnancy, Annice is pulled into a winding court intrigue designed to frame her lover for treason.
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[](https://www.amazon.com/gp/product/1250306434/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1250306434)
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### Burn the Dark by S.A. Hunt
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Originally independently published in 2015, S.A. Hunt’s *Burn the Dark* was published in a new edition from Tor Books in 2020. The trilogy centers on Robin, a YouTuber famous for her witch-hunting video series. What none of her fans realize is that Robin’s videos aren’t made up for internet fame. She’s a bona fide witch-hunter, and she’s going after the coven that hurt her mom.
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||||
[](https://www.amazon.com/gp/product/0399562656/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=0399562656)
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### The Gentleman by Forrest Leo
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A destitute poet, Lionel only married Vivien for her money, a fact that has only become clearer with each passing year. After he befriends the Devil at a party, Lionel discovers that his wife is missing, and, perhaps more importantly, that *he* misses her. Aided by a cast of plucky characters, including his convention-flouting younger sister, Lionel sets out to recover his wife from the Devil’s clutches.
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[](https://www.amazon.com/gp/product/1328604292/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1328604292)
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### Isle of Blood and Stone by Makiia Lucier
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Makiia Lucier may have scored a breakout hit with 2021’s [Year of the Reaper](https://www.amazon.com/gp/product/0358272092/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=0358272092 "Buy from Amazon"), but her 2018 novel deserves your attention, too. In *Isle of Blood and Stone*, readers meet Elias: a cartographer tasked with solving a royal mystery in the wake of his best friend’s coronation. Nearly 20 years ago, the kingdom’s two princes disappeared, along with Elias’s father. Now, Elias has two maps that may or may not have been made by his father, a pair of princes who may or may not be dead, and one huge riddle to solve.
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[](https://www.amazon.com/gp/product/B0042FZW16/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=B0042FZW16)
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### Wolfskin by Juliet Marillier
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Separated after their lives take very different paths, childhood best friends Eyvind and Somerled reunite when Eyvind’s older brother leads their people to found a new settlement on a distant shore. But when a series of tragedies follow them to their new home, Eyvind begins to suspect his old friend is somehow responsible.
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||||
[](https://www.amazon.com/gp/product/B07XV6KSDV/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=B07XV6KSDV)
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### Keeping It Real by Justina Robson
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The Quantum Bomb opened the gates between the worlds of men, elves, elementals, and demons. In the tentatively peaceful aftermath, Lila, a cyborg bodyguard, must protect an elfin rocker from those who wish to do him harm…and maybe stop a war between worlds in the process.
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[](https://www.amazon.com/gp/product/1618731378/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1618731378)
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### The Winged Histories by Sofia Samatar
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Set in the same world as [A Stranger in Olondria](https://www.amazon.com/gp/product/1931520763/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1931520763 "Buy from Amazon"), *The Winged Histories* follows Tav, an idealistic, highborn runaway who joins the army as her country goes to war. When she realizes that her own family may be responsible for a grave injustice, Tav recruits her cousin to fight the good fight. She’s one of four very different female narrators whose stories come together to tell the tale of Olondria’s civil war in this 2016 novel.
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[](https://www.amazon.com/gp/product/B000P2A3X2/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=B000P2A3X2)
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### The Dragon DelaSangre by Alan F. Troop
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If you’re looking for pulpy urban fantasy with plenty of sex, gore, and *monsterloving*, stop here. A shapeshifter who masquerades as human, Peter is one of the world’s last remaining dragons. He never expected to marry, but everything changes when he finds a young female dragon in heat. Their passionate honeymoon quickly goes south when someone recognizes his bride’s wedding present: a gold necklace belonging to the human woman he recently murdered.
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[](https://www.amazon.com/gp/product/0312856865/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=0312856865)
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### City of Bones by Martha Wells
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One thousand years after magic turned the world into a massive desert, someone wants to dabble in it again. Based out of the economically stratified city of Charisat, relic-hunter Khat’s latest job is to hunt down an ancient device that everyone seems to want. In the wrong hands, it could bring about the end of the world. But with his list of allies growing thin, can Khat manage to save the world *and* his own hide?
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[](https://www.amazon.com/gp/product/1524868132/ref=as_li_tf_il?ie=UTF8&tag=boorio-20&linkCode=as2&camp=217145&creative=399349&creativeASIN=1524868132)
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### The Fox’s Tower by Yoon Ha Lee
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First published in 2015 and rereleased in 2021, Yoon Ha Lee’s *The Fox’s Tower* contains 25 flash fiction stories from the *Phoenix Extravagant* author. Between these bright covers, readers can look forward to queer stories told with a heavy dose of fabulism. (It’s also [chock-full of amazing art](https://www.tor.com/2021/10/21/book-reviews-yoon-ha-lee-the-foxs-tower-and-other-tales/), if that’s your thing.)
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15
Welcome.md
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Welcome.md
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---
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title:
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source:
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author: shenwei
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published:
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created:
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description:
|
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tags: []
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||||
---
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This is your new *vault*.
|
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Make a note of something, [[create a link]], or try [the Importer](https://help.obsidian.md/Plugins/Importer)!
|
||||
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||||
When you're ready, delete this note and make the vault your own.
|
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---
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title: I consolidated 12 apps into 4 Docker containers and my homelab runs smoother than ever
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source:
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author: shenwei
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published:
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created:
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description:
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tags: []
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---
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# I consolidated 12 apps into 4 Docker containers and my homelab runs smoother than ever
|
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||||
[  ](/author/parth-shah/)
|
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||||
By [Parth Shah](/author/parth-shah/)
|
||||
|
||||
Published Mar 12, 2026, 7:30 AM EDT
|
||||
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||||
Parth, a seasoned tech writer, wields the keyboard (or pen) with finesse to unravel the intricacies of both Windows and Mac operating systems. He has covered evergreen content on mobile devices and computers for multiple publications over the last six years. You can find his work on AndroidPolice, GuidingTech and TechWiser. Whether it’s demystifying system updates, deciphering error codes, or exploring hidden features, Parth’s prose guides readers through the binary maze. When not immersed in tech jargon, you’ll find him sipping chai, pondering the next software review, and occasionally indulging in a friendly debate about mechanical keyboards.
|
||||
|
||||
Sign in to your XDA account
|
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[ Add Us On ](https://www.google.com/preferences/source?q=xda-developers.com "Add Us On")
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Summary
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Generate a summary of this story
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follow
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Follow
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followed
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Here is a fact-based summary of the story contents:
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Try something different:
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Show me the facts Explain it like I’m 5 Give me a lighthearted recap
|
||||
|
||||
Did your homelab start as a weekend project and slowly turn into a digital jungle? For me, it started as a couple of useful services and eventually turned into 12 different apps, each with its own issues, resources, and maintenance headaches.
|
||||
|
||||
I finally decided to put a stop and spent the weekend consolidating. I managed to pack different services into just four highly efficient Docker containers, and the difference is night and day. My entire workflow is faster, cleaner, and actually manageable.
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||||
|
||||
 Related
|
||||
|
||||
##### [ 7 Docker containers I use to boost my productivity ](/docker-containers-to-boost-productivity/ "7 Docker containers I use to boost my productivity")
|
||||
|
||||
Docker containers that turned me into a productivity ninja
|
||||
|
||||
Posts [ 15 ](/docker-containers-to-boost-productivity/#threads "Total Posts")
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||||
|
||||
By [Parth Shah](/author/parth-shah/ "Posts by Parth Shah")
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|
||||
## Nextcloud
|
||||
|
||||
### Personal cloud and storage
|
||||
|
||||
|
||||
|
||||
Nextcloud is the ultimate ‘Swiss Army Knife.’ It allowed me to delete a handful of single-purpose apps that were just eating up RAM. If you look at my old setup, it had a container for everything: a dedicated file browser, a contact/calendar sync server, a photo gallery, and a basic notes app.
|
||||
|
||||
It was a maintenance nightmare. I used to run a lightweight tool like FileBrowser just to move documents around. Nextcloud didn’t just replace it; it upgraded it. With the native desktop and mobile sync clients, I now have a seamless way to keep my Work and Home folders in sync across all my devices.
|
||||
|
||||
Nextcloud’s Photos app is also fast. It handles the auto-upload from my phone perfectly. Aside from that, Nextcloud handles my basic notes, calendars, and contacts like a pro.
|
||||
|
||||
The app does feel bloated at times, so I would like to see better efficiency in future updates. The initial setup does feel daunting at times. You need to spend some time setting it up as per your preferences.
|
||||
|
||||
## Super Productivity
|
||||
|
||||
### All-in-one workflow engine
|
||||
|
||||
|
||||
|
||||
If Nextcloud was the back-end powerhouse of my consolidation, Super Productivity was the front-end miracle. I used to have a tab open for a task list, a windows for a Pomodoro timer, and a spreadsheet for time tracking. It was a mess that killed my focus before I even started working.
|
||||
|
||||
Before Super Productivity, I had a Trello-like board for projects, a TickTick clone for daily tasks, and a standalone Pomodoro timer.
|
||||
|
||||
[Super Productivity](https://www.xda-developers.com/entire-productivity-stack-is-just-these-docker-containers/) offers Kanban boards where I can create tasks under different columns and add relevant details. I can even add separate tasks, set a timer, and glance over weekly reports at the end of a busy Friday.
|
||||
|
||||
The beauty of Super Productivity in a Docker environment is its privacy-first architecture. Unlike other tools that require a massive SQL database, I run it as a lightweight web instance.
|
||||
|
||||
I also want to highlight the user interface here. It’s neat, user-friendly, and doesn’t require rocket science to get started.
|
||||
|
||||
## Outline
|
||||
|
||||
### High-performance knowledge base
|
||||
|
||||
[Outline](https://www.xda-developers.com/moved-second-brain-local-docker-container-productivity-tripled/) is the brain of my entire operation. Before that, I had my documentation was a mess of Markdown files, a self-hosted Wiki, and a hundred saved messages in Discord. It was the most disorganized part of my organizational system.
|
||||
|
||||
If you have used Notion or one of its clones before (like Craft), you will find yourself right at home with Outline.
|
||||
|
||||
Outline uses the same slash command to add different types of elements to a page. There is even a neat Home page where I can check recently viewed, recently updated, and pinned items.
|
||||
|
||||
Outline also offers integration with popular apps and services like Google Analytics, Slack, GitHub, Zapier, and more. You need to go to the Settings > Integration menu to connect these apps.
|
||||
|
||||
There are ample customization options to change the look and feel of the app and documents. I can add an emoji as a favicon, create templates, and even change the color of icons. It’s a no-brainer in my productive Docker setup.
|
||||
|
||||
 Related
|
||||
|
||||
##### [ I run 8 Docker containers on 4GB of RAM, and performance is flawless ](/run-docker-containers-on-4-gb-ram-at-high-performance/ "I run 8 Docker containers on 4GB of RAM, and performance is flawless")
|
||||
|
||||
From backups services to media streaming, my 4GB RAM laptop defies expectations with a carefully curated selection of Docker containers.
|
||||
|
||||
Posts [ 4 ](/run-docker-containers-on-4-gb-ram-at-high-performance/#threads "Total Posts")
|
||||
|
||||
By [Abhishek Kumar Mishra](/author/abhishek-kumar-mishra/ "Posts by Abhishek Kumar Mishra")
|
||||
|
||||
## Portainer
|
||||
|
||||
### The centralized command center
|
||||
|
||||
|
||||
|
||||
Portainer was the tool that allowed me to finally see my Docker infrastructure instead of just guessing how it was performing. I used to live in the command line. While I still love the CLI, doing it for 12 different apps was exhausting.
|
||||
|
||||
### __Subscribe to the Homelab Newsletter for Docker Efficiency
|
||||
|
||||
Join the newsletter to access hands-on homelab insights and practical Docker consolidation strategies—container layouts, app trade-offs, and setup tips that make your server simpler, leaner, and easier to manage.
|
||||
|
||||
* * *
|
||||
|
||||
__Get Updates
|
||||
|
||||
By subscribing, you agree to receive newsletter and marketing emails, and accept our [Terms of Use](https://www.valnetinc.com/en/terms-of-use) and [Privacy Policy](https://www.valnetinc.com/en/privacy-policy). You can unsubscribe anytime.
|
||||
|
||||
Portainer replaced the need for constant SSH sessions. Now, if I need to check why a container is looping or tweak an environment variable, I do it in three clicks from a beautiful UI.
|
||||
|
||||
I used to run [Dozzle](https://www.xda-developers.com/dozzle-perfect-self-hosted-container-monitoring-logging-tool/) just to have a readable way to view my logs in real-time. Portainer has this baked in perfectly. I can see live logs, filter for errors, and even download them for troubleshooting without needing a separate container running 24/7 just to watch the others.
|
||||
|
||||
I even tried the dedicated Docker desktop app, but it didn’t cut it for me due to several reasons.
|
||||
|
||||
I used to have a messy collection of scripts to keep my images fresh. Portainer’s Stacks feature (which uses Docker Compose under the hood) makes updates trivial. I can pull the latest image and redeploy with a single toggle.
|
||||
|
||||
## Your homelab is bloated
|
||||
|
||||
Overall, your homelab should serve you, not the other way around. Moving from 12 different apps to four Docker containers let me reclaim my time. My server is faster, my backups are smaller, and my docker-compose.yml is finally something I can read without a headache.
|
||||
|
||||
* [ Productivity & Creativity Tools ](/productivity/ "Productivity & Creativity Tools")
|
||||
|
||||
@@ -1,14 +0,0 @@
|
||||
# CJK Showcase (Chinese Language Example)
|
||||
|
||||
This directory demonstrates how LLM Wiki Agent performs with Non-English (CJK) languages.
|
||||
|
||||
The agent naturally supports processing Chinese content. With the CJK query bug fixed, you can ingest, query, and linguistically search across Chinese entries without any language-specific configuration.
|
||||
|
||||
## Files included in this showcase:
|
||||
|
||||
- `raw/2026-04-13-reflection.md`: A sample source document (a personal reflection on career transition).
|
||||
- `wiki/sources/2026-04-13-reflection.md`: The parsed structured source page.
|
||||
- `wiki/entities/杨帆.md`: Auto-extracted Chinese entity page.
|
||||
- `wiki/concepts/AI转型.md`: Auto-extracted Chinese concept page.
|
||||
|
||||
Try running `python tools/query.py "关于AI转型的建议"` from the root directory after moving these to your main knowledge base to see how semantic extraction and keyword matching behave in non-English contexts!
|
||||
@@ -1,7 +0,0 @@
|
||||
# 2026-04-13 关于AI转型的复盘总结
|
||||
|
||||
今天和杨帆深入讨论了土木工程转向AI产品经理的路径。他提到最大的陷阱是“工具旅游（Tool Tourism）”——很多非技术背景的人沉迷于尝试各种AI工具，却忽略了业务本质和产品交付。
|
||||
|
||||
真正的破局点在于将大模型视为一种新的计算范式，而不是魔术。我们需要关注模型稳定性、成本、并发以及长上下文的召回率。同时，我也在思考目前个人的技术栈，从玩提示词到掌握Agentic Workflow框架（如LangChain或自定义多Agent系统），这是一个质的飞跃。
|
||||
|
||||
决定下一步：减少看泛科普文章，直接深入开源社区，比如通过贡献代码或者提出架构Issue来积累实际影响力。
|
||||
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Reference in New Issue
Block a user