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Tips on how to Cook dinner Asparagus

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Tips on how to Cook dinner Asparagus


Be taught the way to cook dinner asparagus completely each time with these simple strategies: broiled, roasted, sautéed, grilled, and extra. Each takes 10 minutes or much less!

Howdy, asparagus followers! When you’re searching for one of the best ways to cook dinner this wholesome veggie, you’re in the appropriate place. Asparagus is well overcooked, making it mushy and bitter. However in the event you cook dinner it appropriately, it’s superbly brilliant inexperienced and tender, with a light and candy taste.

As a cookbook creator and former asparagus hater turned fan, I’ve discovered all one of the best methods to cook dinner asparagus. Listed below are all my favourite methods to arrange it!

The Finest Methods to Cook dinner Asparagus

Earlier than I begin, right here is an outline of every methodology and the timing for every:

Methodology Time Finest For
Broiled 10 min Quick, charred taste; no have to preheat the oven
Roasted 20 min Deep taste and tender texture
Sautéed 10 min Weeknight velocity; bite-sized items
Grilled 10 min Smoky taste; outside entertaining
Steamed 10 min Mild, low-fat, easy
Blanched 5 min Salads, pasta, and meal prep
Broiled asparagus

Methodology 1: Broiled Asparagus (My Favourite!)

That is my favourite methodology as a result of it’s so fast! There’s no have to preheat your oven, and the asparagus will get a pleasant charred taste. I like so as to add a couple of lemons to the pan to infuse taste when you’re broiling. My full recipe: Lemony Broiled Asparagus

Directions:

  1. Preheat your broiler to excessive.
  2. Wash, dry, and trim the powerful backside ends from 1 pound of asparagus. (See Tips on how to Reduce Asparagus.)
  3. Unfold the spears on a foil-lined baking sheet. Drizzle with olive oil and add ½ tsp kosher salt and freshly floor black pepper. Thinly slice 4 lemon wheels and place them on the pan.
  4. Broil for 3 minutes. Take away the tray, stir and switch the spears, then broil 2 to three minutes extra, till tender on the thickest half.
  5. End with a sprinkle of shredded Parmesan (if desired) and serve.

Professional Tip: Broilers range rather a lot in depth! Verify at 2 minutes the primary time you do that, since thinner spears can get overdone shortly.

Roasted asparagus

Methodology 2: Roasted Asparagus

Who doesn’t love roasted greens? This methodology caramelizes the pure sugars within the asparagus, and provides you crispy ideas and a nutty taste. My full recipes: Strive my Roasted Asparagus with Lemon or Baked Asparagus with Parmesan.

Directions:

  1. Preheat the oven to 425°F.
  2. Wash, dry, and trim 1 pound asparagus. Place it on a foil-lined baking sheet.
  3. Drizzle with 1 tablespoon olive oil, ½ teaspoon kosher salt, and recent floor black pepper.
  4. Add the zest of ½ lemon and toss all the pieces along with your fingers. Place 4 skinny lemon wheels on the tray. High with Parmesan cheese (elective).
  5. Bake 10 to fifteen minutes, till tender when pierced with a fork. Timing relies on the thickness of the spears.
Sauteed asparagus

Methodology 3: Sautéed Asparagus

Chopping the spears into bite-sized items means they cook dinner sooner and extra evenly. I like utilizing this as a facet dish or in an asparagus salad. The trick is ending with lemon juice off the warmth! My full recipe: Sauteed Asparagus.

Directions:

  1. Wash, dry, and trim 1 pound asparagus. Reduce into bite-sized items.
  2. Warmth 1 tablespoon olive oil in a big skillet over medium-high warmth.
  3. Add asparagus, ½ teaspoon kosher salt, and recent floor black pepper.
  4. Cook dinner, stirring often, till the biggest items are tender, about 5 to eight minutes.
  5. Take away from warmth and stir in 1 teaspoon lemon juice and the zest of ½ lemon. Add Parmesan if desired.
Grilled asparagus

Methodology 4: Grilled Asparagus

The grill provides a smoky char to asparagus that makes it irresistible! If it’s grilling season, that is my favourite methodology. It’s nice to throw on as a straightforward facet. My full recipe: Grilled Asparagus

Directions:

  1. Preheat a grill to medium-high (375 to 450°F).
  2. Wash, dry, and trim 1 pound asparagus. Toss in a bowl with 1 tablespoon olive oil, ½ teaspoon kosher salt, and loads of black pepper.
  3. Place spears straight on the grill grates. Grill 3 to 4 minutes, turning as soon as, till charred and tender.
  4. Take away from the grill and spritz with lemon juice.
Steamed asparagus

Methodology 5: Steamed Asparagus

Steaming asparagus fast, easy, and wholesome! The spears come out brilliant inexperienced and crisp tender: good with a zing of lemon and a touch of grated Parmesan. My full recipe: Steamed Asparagus

Directions:

  1. Trim the asparagus and add to a large skillet or pot with 1 inch of water.
  2. Carry to a boil, then cut back to a simmer. Cowl and steam 3 to five minutes till simply tender.
  3. Drain, then season with butter, lemon, and salt.
How to blanch asparagus

Methodology 6: Blanched Asparagus

Blanching is a superb approach for cooking forward. It preserves the colour and texture, and blanched asparagus retains nicely for a couple of days within the fridge. It’s nice for including to asparagus salad and tossing into pasta. It’s additionally the tactic you’ll use first in the event you’re going to freeze asparagus.

Directions:

  1. Carry a big pot of salted water to a boil.
  2. Add trimmed asparagus and cook dinner for two to three minutes.
  3. Instantly switch to a bowl of ice water to cease the cooking.
  4. Drain, pat dry, and use as wanted: or refrigerate for as much as 4 days.

Don’t Overlook: Asparagus Is Nice Uncooked, Too

Do you know that you simply you don’t need to cook dinner asparagus in any respect? You possibly can eat it uncooked! Now, you may assume it might style terribly bitter. However in no way! The flavour of uncooked shaved asparagus is recent and lightweight, extra candy than bitter. It’s good topped with a lemon French dressing and Parmesan shavings in my Shaved Asparagus Salad. Right here’s the way to shave asparagus:

  1. Place the asparagus spear on a chopping board. Don’t maintain it within the air! It bends underneath the burden of a peeler. Place it on a chopping board as an alternative.
  2. Shave from the tip to the bottom. With a vegetable peeler, shave every spear from the from from the tip to the bottom. That is vital, as a result of in any other case the asparagus can break off. It takes somewhat observe, however is simple when you get the grasp of it!
  3. Add taste. Combine with olive oil and salt and pepper, lemon juice and zest when you have it, and it’s a straightforward facet dish.
Shaved asparagus
Uncooked asparagus ribbons are surprisingly good! Do this Shaved Asparagus Salad.

Asparagus Diet

There are many causes to eat these wholesome inexperienced stalks! Listed below are a couple of nice causes so as to add this steamed asparagus to your weekly repertoire:

  • Nice supply of fiber: 1 cup of cooked asparagus has 4 grams of fiber. (Supply)
  • Excessive in protein for a inexperienced vegetable: 1 cup additionally has 4 grams protein. (Supply) That’s an identical stage to broccoli and potatoes.
  • Can assist in eye and hair well being and will have potential anti-aging properties. (Supply)

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Tips on how to Cook dinner Asparagus

Broiled asparagus

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Right here’s the way to cook dinner asparagus in order that it’s stuffed with taste! It’s simple to make broiled, roasted, grilled, and sauteed. 

  • Creator: Sonja Overhiser
  • Prep Time: 5 minutes
  • Cook dinner Time: 5 minutes
  • Whole Time: 10 minutes
  • Yield: 4 1x
  • Class: Aspect Dish
  • Methodology: Varied
  • Delicacies: Greens
  • Eating regimen: Vegetarian

Elements

  • 1 pound asparagus
  • 1 tablespoon olive oil
  • ½ teaspoon kosher salt
  • Freshly floor black pepper
  • 1 lemon
  • Shredded Parmesan cheese (elective)

Directions

  1. Wash and dry the asparagus. Reduce off the powerful backside ends of the stalks.
  2. Broiled: Preheat a broiler to excessive. Add the asparagus stalks to a foil-lined baking sheet. Drizzle them with olive oil, and add the kosher salt and some grinds of black pepper. Thinly slice 4 lemon wheels from the lemon, then add them proper on the baking sheet. Broil 3 minutes. Take away the tray and stir. Then broil 2 to three minutes extra, till the spears are tender when pierced by a fork on the thickest half. Sprinkle with grated Parmesan cheese (elective) and serve. 
  3. Roasted: Preheat the oven to 425 levels Fahrenheit. Add the entire asparagus stalks to a foil-lined baking sheet. Drizzle them with 1 tablespoon olive oil, and add ½ teaspoon kosher salt and some grinds of black pepper. Add the zest of ½ lemon and blend along with your fingers. Thinly slice 4 lemon wheels from the lemon, then add them proper on the tray. Sprinkle all the pieces with Parmesan cheese (elective). Bake 10 to fifteen minutes, till tender when pierced by a fork on the thickest half. The timing will rely upon the thickness of the asparagus spears.
  4. Sautéed: Reduce the stalks into bite-sized items. In giant skillet, warmth 1 tablespoon olive oil over medium excessive warmth. Add the asparagus, ½ teaspoon kosher salt, and recent floor pepper. Cook dinner, stirring often, till the biggest items are tender, about 5 to eight minutes. Style and take away when it’s simply tender and nonetheless brilliant inexperienced, however not crunchy. When the asparagus is completed, take away from warmth and stir in 1 teaspoon lemon juice plus the zest of ½ lemon. Add elective Parmesan if desired.
  5. Grilled: Preheat a grill to medium-high warmth (375 to 450 levels). In a bowl, combine the asparagus with 1 tablespoon olive oil, ½ teaspoon kosher salt, and loads of recent floor black pepper. Place the asparagus straight on the grill grates and grill for about 3 to 4 minutes till charred and tender, turning as soon as. Take away from the grill and spritz with lemon juice from wedges from ½ of the lemon.

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Asparagus Recipes to Strive

Need extra methods to cook dinner asparagus? Listed below are a few of our favorites:

Margot Robbie Is the Newest Celeb to Chop All Her Hair Off

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Margot Robbie Is the Newest Celeb to Chop All Her Hair Off


Margot Robbie is the most recent movie star to go brief. Brief hair, that’s. Coming off an extended and much-talked-about Wuthering Heights press tour, Robbie has switched issues up and minimize her hair into a really stylish, very Parisian lob. A lob (aka an extended bob) sits between the chin and shoulder and is ideal for individuals who need to get in on the bob development however aren’t positive if they need the maintenance of a brilliant brief minimize—or just need one thing barely longer.

Robbie confirmed off her new coiffure on Monday, March 9 throughout Paris Trend Week on the Chanel fall/winter 2026 present. Her French lob, courtesy of movie star hairstylist Bryce Scarlett, is textured, wavy and has blunt ends that hit simply above her shoulders. However Robbie didn’t cease there: She’s additionally now an official member of the celebrities-with-bangs membership (she’s in good firm with Sabrina Carpenter, Dakota Johnson and lots of others). The bangs are uneven and barely tousled, like her lob, making a lived-in, pure look. It’s a type of hairstyles that appears tremendous low-maintenance and simple to air-dry.

To finish her magnificence look, Robbie’s make-up complemented her new minimize. Although she’s switched issues up along with her hair, her make-up, which was achieved by her go-to movie star make-up artist Pati Dubroff, is according to what we’ve been seeing from Robbie currently. It’s very skin-forward and blush-focused, and each Robbie and Dubroff have emphasised they like a extra minimal basis look with loads of rosy glow on the star (we noticed this for practically all of her Wuthering Heights press tour seems, which had been additionally crafted by Dubroff). Dubroff hasn’t but shared precisely what make-up merchandise she used for this explicit look, however she’s been a giant fan of Chanel N°1 de Chanel Lip and Cheek Balm ($50) on Robbie currently.

Talking of Wuthering Heights, Robbie’s hair is a serious switch-up from what we noticed on the pink carpets during the last couple of months. She wore extra-long hair, usually that includes textured, mermaidlike waves and complicated styling or updos, more likely to match the artistry within the movie. Maybe that is Robbie’s means of closing that chapter and starting a brand new one with a recent, Parisian haircut.



11 Finest Shapewear for Tummy, Thigh & Booty Management 2026

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11 Finest Shapewear for Tummy, Thigh & Booty Management 2026


A pair of booty shorts can go a good distance in your wardrobe. Add in the advantages of shapewear, and also you’ve received an merchandise you’re always reaching for within the spring and summer season months. These Shapermint boyshorts are an ultra-short type that works nicely underneath brief attire and mini skirts alike, whereas additionally providing a shaping impact within the tummy space. Whether or not you put on them underneath a tight-fitted gown or a fit-and-flare silhouette. 

“I’m very choosy about shapewear and have gone by many sorts to seek out what works for me. The Shapermint boyshorts are nice as a result of they function a tummy-control design that smooths and shapes the world with out making you are feeling tremendous constricted. I additionally love that the ultra-high waistband doesn’t dig into your sides and has a non-slip inside, so it stays in place after you shimmy it on. In my expertise, a number of shapewear shorts are too lengthy for sporting underneath miniskirts and attire, so I like that these are extra of a booty brief than a motorcycle brief.”—Jessie Quinn, StyleCaster Contributing Author

Sizes Accessible: S-4XL
Colorways: 5
Materials: Nylon, spandex
Finest for: Tummy, hips, waist, and booty

Execs: 
Extremely-high waist design
Snug, non-slip waistband 
Brief sufficient to put on with miniskirts and attire 
Wonderful measurement vary

Cons: 
Not obtainable in white 

Our mission at STYLECASTER is to deliver type to the individuals, and we solely function merchandise we expect you’ll love as a lot as we do. Shapermint is a STYLECASTER sponsor, nonetheless, all merchandise on this article have been independently chosen by our editors. Please word that if you buy one thing by clicking on a hyperlink inside this story, we might obtain a small fee of the sale.



Activist Investor Oasis Requires Shareholder Assembly at Kao Over Provide Chain Issues

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Activist Investor Oasis Requires Shareholder Assembly at Kao Over Provide Chain Issues


THE WHAT?  Activist investor Oasis Administration has referred to as on Kao to convene a unprecedented common assembly to research the corporate’s provide chain danger administration and inside controls.

THE DETAILS The Hong Kong-based fund, which holds a 6.6% stake in Kao and is the corporate’s fourth-largest shareholder, mentioned it had obtained a number of whistleblower allegations associated to the corporate’s provide chain. These embody potential hyperlinks to deforestation and human rights violations amongst key suppliers.

Oasis has requested shareholders to help a proposal for an impartial investigation. The fund cited suppliers corresponding to Malaysian palm oil producer FGV Holdings/FELDA, which has confronted a US import ban resulting from allegations of compelled labour, little one labour and abuse. It additionally raised considerations over Indonesian plantation operator PT Astra Agro Lestari, one other provider whose commerce with Kao is reportedly rising.

Kao mentioned it’s reviewing the request however declined to offer additional remark.

THE WHY? The transfer displays rising investor strain on corporations to strengthen provide chain transparency and governance, notably concerning environmental and human rights dangers.

Supply: Japan Occasions

Susie’s Imaginative and prescient for 2026 – 100% PURE

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Susie’s Imaginative and prescient for 2026 – 100% PURE


Introduction: The Evolution of a Visionary

Because the celebrations for Susie’s birthday come to a detailed, we discover ourselves reflecting on the legacy she has created since that first “aha” second in 2004. Susie has all the time been a Subtle Insurgent, somebody who seemed on the industrial giants and stated, “We are able to do higher.” However should you ask her right now, she’ll inform you that the mission is not nearly avoiding the dangerous; it’s about proving the nice.

For the final 20 years, “pure” was the purpose. However in 2026, pure is just the baseline. The longer term isn’t nearly being “clear”—it’s about Science-Backed Purity. We’re shifting our focus from what we pass over of our bottles to the plain proof of what we put in them. We’re shifting from a philosophy of exclusion to a technique of proof.

Purity 2.0: From Exclusion to Proof

Within the early days of the clear magnificence motion, the dialog was dominated by the “No” record. No parabens, no sulfates, no artificial fragrances. This was Purity 1.0: purity-as-exclusion. It was a obligatory first step, however it created a spot out there. Many individuals discovered that “clear” merchandise did not all the time carry out, and with out standardized proof, it was arduous to inform which manufacturers have been really protected and which have been simply good at advertising.

Aware Chemistry: The Proof is within the Course of

Susie’s imaginative and prescient for 2026 is what we name Aware Chemistry. We’re stepping away from the outdated binary of “pure vs. artificial” and embracing a extra refined actuality. We now make the most of Nature-Equivalent and Lab-Refined substances.

What does this imply for you? It signifies that when a botanical ingredient is simply too unstable or inconsistent in its uncooked type, we refine it in our laboratory to make sure each single drop is standardized for prime efficiency. It ensures that our formulation are absolutely MOCRA-compliant and backed by rigorous security substantiation. We aren’t simply guessing {that a} product is pure; we’re verifying it by means of pharmaceutical-grade requirements at our facility in San Jose, CA.

The Hearts & Minds Framework

This shift is completely encapsulated in our strategy to make-up. We preserve the “Coronary heart”—the sensory soul of our fruit pigments that gives that vibrant, nature-backed pleasure. However we add the “Thoughts”—the scientific rigor of high-purity minerals. By balancing these two, we offer colours that keep true, put on longer, and stay steady in your shelf. That is the New Normal of Clear: a hybrid mannequin the place heritage meets high-performance engineering.

Stability because the Final Act of Care

In case you’ve been following our journey, you realize the story of the brown Vitamin C serum that impressed Susie to start out this model in 2004. That wasn’t only a story about shade; it was a narrative about stability. In 2026, we view stability not simply as a technical requirement, however as the final word act of look after our prospects.

The Technical Normal: Security By means of Stability

When a product is unstable, it’s a security threat. As we’ve realized, an antioxidant that oxidizes can flip “pro-oxidative,” primarily doing the alternative of what it’s alleged to do. Within the subsequent period of 100% PURE, we’re obsessive about the “Science of Silence.”

By using lab-refined strategies at Purity Park, we make sure that our potent nutritional vitamins and botanicals keep “quiet” and useful. We use superior stabilization strategies to lock within the vitamins, guaranteeing they solely develop into lively the second they contact your pores and skin. Because of this we’re so dedicated to our vertical integration.

The San Jose Sanctuary

Proudly owning our facility in San Jose permits us to grasp this stability. We do not have to depend on the “noisy” industrial byproducts or aggressive preservatives that mass-market factories use to maintain merchandise shelf-stable for years. As a result of we make our merchandise in small, contemporary batches, we are able to use refined, light preservation techniques that respect your pores and skin’s barrier whereas guaranteeing the product’s integrity. We do not simply “supply” security; we engineer it in a 100% managed setting.

The 2026 North Star: The Delicate-Pores and skin Energy Ritual

The “North Star” of Susie’s imaginative and prescient for 2026 is a transition for our prospects: shifting from a state of being “reactive” to a state of being “resilient.” That is the core of our Frequency A philosophy—Clear & Quiet care that focuses on the restoration of the moisture barrier.

To show this imaginative and prescient, we glance to The Delicate-Pores and skin Energy Ritual. This is not only a assortment of merchandise; it’s a manifestation of our 2026 methodology. Each step is a chunk of proof that light, science-backed care creates unshakeable outcomes.

Prepping the “Sensible Pores and skin” Canvas

The ritual begins with the Calendula Flower Cleaning Milk and the Matcha Oat Face Scrub. We name delicate pores and skin “smart” as a result of it alerts you to the world’s stressors. These two merchandise act as the primary line of restoration.

The cleaning milk makes use of stabilized calendula to calm the barrier, whereas the scrub makes use of a “cushioned” oat base to clean the pores and skin with out inflicting micro-tears. This is not about “stripping” the pores and skin; it’s about offering bioavailable botanicals that put together the floor for deeper restore.

Concentrated Restorative Engineering

The Matcha Oat Milk Nourishing Masks represents the best customary of our engineering. It’s a concentrated dose of silence to your pores and skin. By flooding the barrier with moisture-binding oats and potent antioxidants, it helps to place out the “fireplace” of irritation, permitting your pores and skin to lastly refocus its vitality on constructing long-term resilience.

Lively Mastery: Constructing the Unshakeable Barrier

The ultimate steps—the Intensive Nourishing Facial Oil and the Seaberry Moisturizer—are the place the science of stability really shines.

The facial oil makes use of Susie’s patented stabilization logic to ship lively nutritional vitamins with out the danger of oxidation. The Seaberry Moisturizer then seals that nourishment in, offering a “Backbone” of hydration that protects in opposition to the environmental stressors of the fashionable world. When your barrier is that this sturdy, you are not simply “coping” together with your setting; you might be mastering it. That is the way forward for pores and skin well being: a barrier so resilient it stays unbothered by the noise of the world.

Conclusion: A Confirmed Future

As we glance past the horizon of 2026, the promise of 100% PURE stays as agency because it was in 2004. Our narrative is evolving to mirror the scientific actuality of the fashionable world, however our dedication to your outcomes is unshakeable.

The way forward for magnificence is not simply “clear”—it is confirmed, steady, and resilient. We’re shifting away from the “no-no” lists and right into a world of Science-Backed Purity, the place each method is a testomony to radical integrity and high-performance engineering.

We invite you to expertise this imaginative and prescient for your self. Our Comfortable Promise stays our 60-day assure: should you don’t love the way in which your pores and skin feels and appears because it transitions to this new customary of care, we’ll take it again. Now we have spent twenty-two years constructing this basis, and we’re prepared for the following twenty. Welcome to the New Normal of Clear. Welcome to the way forward for 100% PURE.

FAQ Part: Navigating the 2026 Imaginative and prescient

What’s the distinction between “Pure” and “Science-Backed Purity”?

Within the early days of fresh magnificence, “Pure” typically meant utilizing substances straight from the earth with minimal processing. Whereas lovely in principle, this may result in points with stability, consistency, and even security (as some pure minerals can include heavy steel contaminants). Science-Backed Purity is a extra rigorous methodology. It means we lead with botanical substances however refine them utilizing superior laboratory strategies to make sure they’re steady, potent, and protected. It contains pharmaceutical-grade testing and stability validation that “Pure” manufacturers typically skip. It’s about being “Nature-Equivalent” fairly than simply “uncooked.”

How does the 2026 imaginative and prescient profit individuals with extremely delicate pores and skin?

The 2026 imaginative and prescient is a “protected haven” for delicate pores and skin. By specializing in Frequency A (Clear & Quiet) care and the “Science of Silence,” we’re prioritizing the restoration of the moisture barrier above all else. Our deal with stability signifies that your merchandise will not degrade into potential irritants in your shelf. By selecting “Nature-Equivalent” substances, we offer your pores and skin with vitamins it acknowledges and may use instantly, decreasing the “noise” of reactivity and serving to you construct a pores and skin barrier that’s really resilient.

What’s “Aware Chemistry”?

Aware Chemistry is our manner of claiming we use science with intention. It means we do not use an artificial ingredient simply because it is low cost, and we do not use a pure ingredient simply because it is “on development.” Each ingredient in a 100% PURE bottle is chosen primarily based on its security, stability, and efficacy. If a botanical wants a lab-refined enhance to remain steady and carry out its finest to your pores and skin, we offer it. It’s about being good, protected, and clear about how we engineer magnificence.

Able to step into the way forward for magnificence? Discover The Delicate-Pores and skin Energy Ritual and uncover what occurs when purity is confirmed by science.

iOS 26.4 beta 4 is out now with new emojis

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iOS 26.4 beta 4 is out now with new emojis

Abstract created by Good Solutions AI

In abstract:

  • Macworld experiences that iOS 26.4 beta 4 is now obtainable for builders, that includes new emojis like Trombone and Treasure Chest alongside numerous app enhancements.
  • Whereas rumors initially recommended a revamped Siri would debut on this replace, expectations have been lowered with main AI options probably delayed to future releases.
  • The replace consists of enhanced Apple Music interface with AI playlists, improved Apple Podcasts video expertise, and default activation of Stolen Machine Safety.

After Apple launched iOS 26.3 final week, we had been anticipating the primary beta launch of iOS 26.4 with bated breath. That’s as a result of rumors for the higher a part of a 12 months have pointed to this replace because the one to carry the revamped Siri that has been anticipated since 2024. Nonetheless, a rumor final week dampened these expectations significantly. Now it’s unclear if the 26.4 updates may have any of the “new Siri” in any respect, whereas a few of its main options get pushed again.

Nonetheless, 26.4 looks as if it must be a larger-than-usual replace with a number of new options that aren’t Siri associated.

Replace March 9: The fourth beta of iOS 26.4 is out now for builders.

iOS 26.4 beta: New options

We gained’t know the entire new options and modifications to count on in iOS 26.4 till the ultimate model is launched to customers, probably in March. We’ll replace this part with new options as we uncover them.

New emojis: There are new emojis on this launch, together with Trombone, Treasure Chest, Distorted Face, Bigfoot/Sasquatch, Struggle Cloud, Orca, Landslide. Different emojis have new pores and skin tone choices.

New video podcast expertise: Apple has introduced that iOS 26.4 will allow HTTP Reside Streaming (HLS) know-how within the Podcast app to “change seamlessly between watching and listening to reveals.”

Apple Music: iOS 26.4 introduces a brand new interface for albums and playlists, and new methods to seek out live shows close to you and tour dates on your favorites artists. There’s a new AI playlist function that generates playlists primarily based on brief textual content prompts. There’s a brand new dwelling display widget for accessing ambient music playlists, too.

RCS end-to-end encryption: It’s taken a couple of 12 months, however Apple has an possibility to check end-to-end encryption in RCS messages. Apple particularly states this function is not coming in 26.4 and can be obtainable in a future launch.

Stolen Machine Safety: The function launched in iOS 17.3 will now be enabled by default beginning with iOS 26.4.

Freeform: Apple’s whiteboarding app has gotten its Creator Studio replace with new options and a brand new icon.

Reminders: There’s a brand new “Pressing” good for any reminders you might have marked as Pressing utilizing the brand new function launched in iOS 26.2

Well being: Bloody Oxygen has been added again to the “Vitals” overview, and the Sleep graph now has a line displaying your common bedtime.

iOS 26.4 beta: The way to set up the general public beta

If you wish to check the iOS 26 beta releases however will not be a registered developer, comply with these steps:

  1. Click on Signal Up on the Apple Beta web page and register together with your Apple ID.
  2. Log in to the Beta Software program Program.
  3. Click on Enroll your iOS machine.
  4. Open the Settings app, faucet Common, then Software program Replace.
  5. Within the Beta Updates part, choose the iOS Public Beta.

It might take just a few moments after registering for the beta possibility to seem in Software program Replace.

iOS 26.4 beta: The way to set up the developer beta

You’ll should be registered as an Apple developer, however a free developer account will do. You will get one through Xcode or the Apple Developer app in iOS. Right here’s easy methods to do it through the Apple Developer app:

  1. Obtain the Apple Developer App from the App Retailer.
  2. Open the app.
  3. Faucet on Account.
  4. Check in utilizing your regular Apple ID.

Discover out every part you must find out about iOS 26 in our iOS 26 superguide.

A Information to Product Data Administration

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A Information to Product Data Administration


Clear and easy product info is a fundamental part of efficient e-commerce. Whereas brick-and-mortar amenities permit patrons to attempt to check items proper on the spot, e-commerce is ruled by totally different guidelines. 

On-line shops current their merchandise relying solely on visible and textual knowledge. Due to this fact, it’s important for e-commerce companies to supply correct and exhaustive info to their patrons. 

When an internet retailer has 1000’s and 1000’s of things, it turns into fairly difficult to handle all of the product knowledge manually or in apps barely tailored for that. That’s the place product info administration (PIM) software program turns into an actual lifeline for e-commerce firms.

On this article, you’ll study what product info administration is, how PIM methods work, who wants to make use of PIM of their day by day actions, and methods to choose the correct resolution in your wants. 

What Is Product Data Administration (PIM)?

Product info administration stands for the method of gathering, managing, and sharing product info throughout numerous channels from a single spot.

Utilizing PIM functions, firms can create knowledge for each inner use and for sharing with purchasers and third events. PIM methods assist enterprises enhance the standard of collected knowledge and keep its relevance and timeliness.

At this time, product knowledge administration entails greater than merely filling product descriptions into spreadsheets. It entails deep and detailed knowledge evaluation, ensuing within the creation of specs, descriptions, pictures, and video critiques.

Moreover, this knowledge is required by numerous channels, together with suppliers, e-commerce platforms, prospects, and numerous firm departments, similar to useful resource planning, enterprise intelligence, advertising and marketing, and others. Consequently, product knowledge should be complete and simply adaptable to varied knowledge request channels.

What Data Does PIM Retailer?

Each product accumulates a variety of info throughout its lifecycle.  An efficient PIM software program is ready to take care of incoming, outgoing, and cross-department product particulars info, similar to:

  • Channel-specific info: Amazon titles, Google classes, cellular descriptions
  • Design specs: Designer notes, type sheets, meeting directions
  • Digital property: Movies, pictures, product guides, promote sheets, logos, and so on.
  • Localized info: Translations, multilingual copy
  • Advertising knowledge: Digital personas, key phrases, search engine marketing components, model tips, and so on.
  • Product knowledge: SKUs, UPCs, names, titles, descriptions, and so on.
  • Gross sales info: Testimonials, costs, buyer critiques
  • Provider & producer knowledge: Certifications, spreadsheets
  • Taxonomy & relationships: Labels, classes, variations
  • Technical specs: Supplies, measurements, elements, warranties

PIM Benefits for Business Processes

What Are the Core Options of PIM?

Though totally different PIM platforms could supply numerous further capabilities, most methods share a set of core options designed to simplify product knowledge administration and enhance collaboration throughout groups.

Centralized Product Knowledge Administration

Probably the most essential options of a PIM system is the power to retailer all product info in a single, centralized database. As an alternative of protecting knowledge in a number of spreadsheets or disconnected methods, companies can handle product particulars from one platform.

Knowledge Enrichment and Content material Administration

PIM options permit firms to counterpoint their product knowledge by including detailed descriptions, pictures, movies, technical specs, and advertising and marketing content material. Companies can improve product pages with further info that helps prospects higher perceive the product and make knowledgeable buying choices.

Multichannel Knowledge Distribution

Trendy companies promote merchandise by way of a number of channels, together with on-line shops, marketplaces, cellular apps, and social media platforms. 

PIM methods make it simpler to adapt and distribute product info throughout all these channels. Firms can customise product content material for every platform and keep uniform knowledge in the complete ecosystem.

Knowledge High quality and Validation

Sustaining correct product info is essential for constructing buyer belief and stopping expensive errors. PIM methods typically embody validation guidelines, automated checks, and approval workflows that assist product knowledge meet particular high quality requirements earlier than it’s printed.

Workflow and Collaboration Instruments

PIM platforms assist collaboration between totally different departments similar to product administration, advertising and marketing, and gross sales. Workflow instruments permit groups to assign duties, observe progress, and approve adjustments to product info.

Integration With Different Enterprise Programs

PIM software program is often built-in with different enterprise instruments similar to e-commerce platforms, ERP methods, CMS, and DAM platforms. These integrations permit companies to synchronize product knowledge throughout methods and keep consistency all through their digital infrastructure.

Who Wants a PIM System?

There are a number of customers who seek advice from PIM methods day by day of their work. Let’s take a look at the commonest makes use of of PIM in e-commerce.

Enriching Products With Additional Data

  • Product managers implement PIM to make sure probably the most correct and up to date knowledge on the merchandise that they supply to a advertising and marketing crew. If producers change any merchandise traits all through its lifecycle, product managers can shortly replace the information within the app, sending automated alerts to the customers logged in to the system. 
  • Suppliers can use the PIM methods of their consumer firms for including and updating any product particulars, ranging from value to supply dates, and so on. Furthermore, PIM permits suppliers and distributors to extra successfully handle the variability and quantity of products they supply, in addition to successfully handle the difficult calls for of their prospects. 
  • Product entrepreneurs make the most of PIM to create an entire and constant picture of the merchandise they promote. Utilizing PIM options mixed with different advertising and marketing methods similar to DAM or CMS, they will simply assign duties for copywriters, photographers, and video makers to create up-to-date content material for presenting merchandise. 
  • E-commerce managers use PIM methods to regulate product content material to the wants of a particular gross sales channel, be it a social community or an e-commerce platform. These methods assist managers consolidate knowledge in a centralized repository, the place they will replace product descriptions, add new ones, or handle merchandise with complicated mixtures. PIM automates routine operations and permits a lot sooner entry into new marketplaces.
  • Producers can maintain a single model of their product knowledge in a single place, which ends up in a major enhance in manufacturing effectivity in addition to sooner time-to-market. 
  • Clients typically add merchandise critiques and feedback in numerous promoting channels. PIM methods can collect all the client suggestions in a single place, permitting e-commerce managers to enhance product-related info with the most recent knowledge from prospects. 

How PIM Optimizes a Firm’s Inner Processes

Any e-commerce enterprise strives to supply one of the best model expertise to its prospects. For this, they need to share probably the most correct and newest info on their merchandise with everybody concerned within the buying/promoting course of. 

PIM software program enhances the operational effectivity of e-commerce companies, bringing their workers and buyer expertise to a brand new degree. Listed here are the principle advantages PIM customers can acquire from using one of these software program.

Shorter Time-to-Market

Nearly all of companies function in a dynamic market the place each situations and buyer calls for change quickly, so time-to-market is a key aggressive criterion. By optimizing the product’s path, from growth to advertising and marketing and gross sales, PIM software program accelerates the supply of the products to the end-user.

For instance, workers from many departments can work on their merchandise on the identical time in PIM software program. Advertising specialists can begin creating catalogs, even when the products’ specs haven’t been finalized but. 

As soon as the manufacturing division updates knowledge within the central database, the data within the respective catalog is up to date as effectively. Other than permitting collaborative work on merchandise, the PIM software program streamlines handbook duties that in any other case would decelerate the method of launching a brand new product.

Simpler to Promote By Different Channels

It’s a lot simpler to seek out and ship product info to cost comparability web sites when all the information is effectively organized within the product info administration software program. 

If any knowledge is saved unstructured and scattered throughout databases, firms should find the mandatory info first, get it organized right into a construction, and eventually, save the information within the appropriate teams.

PIM permits structuring the information in order that it may be shortly exported to different channels. Firms may even use third-party instruments to supply product particulars to the related web sites.

Higher Effectivity and Much less Handbook Work

Many questions can shortly come up when a brand new product is about to be launched in the marketplace. It could possibly take a very long time to make clear them if an organization doesn’t have a well-established course of. PIM software program helps decrease all back-and-forth communication between departments, making product-related operations a lot sooner.

With PIM, delegating obligations turns into less complicated, and groups can totally think about their predominant duties and guarantee that the remainder of the group can do the identical. 

Furthermore, PIM performance permits creating workflows that present a visible overview of how far the totally different components have superior within the course of in order that no info is misplaced alongside the best way.

Fewer Product Knowledge Errors

The elimination of the chaos of Excel or Google Sheets, which many companies use to retailer their product knowledge, is without doubt one of the key the explanation why they implement PIM software program.

PIM permits companies to create a construction that ensures probably the most safe route with out errors. In different phrases, by changing the Excel sheets with a central database, PIM prevents errors, that means that each one the data is appropriately up to date on all of the channels.

Enriching Merchandise With Extra Knowledge

Many e-commerce companies promote merchandise the place patrons can discover equivalent gadgets provided by opponents. Due to this fact, it’s essential for e-commerce companies to counterpoint product descriptions with distinctive info to make their merchandise stand out.

To keep away from the case once they and their rivals supply the identical items in the very same approach, firms can diversify their product descriptions with further particulars in PIM, differentiating themselves from their opponents. 

Higher Advertising Marketing campaign Administration

Any advertising and marketing marketing campaign mainly consists of a spread of merchandise to be introduced in a selected solution to prospects. That is precisely what PIM software program can do.

With PIM software program, e-commerce companies can mannequin their product teams and monitor which knowledge might be introduced and in what context. For instance, totally different factors of focus are geared toward totally different geographical areas.

This facilitates the method of establishing and operating campaigns. It additionally makes it simpler to regulate product knowledge alongside the best way, since entrepreneurs simply want to alter the data in a single location.

Quicker Product Catalog Manufacturing

Though we dwell in a world that’s more and more digital, a standard printed catalog remains to be related in lots of spheres.

As a style, nonetheless, the catalog is pressured by the unimaginable progress of the market. It’s fairly difficult for entrepreneurs to take care of printed catalogs as they shortly turn out to be outdated. PIM considerably hastens the paper catalog creation course of as specialists can begin including the merchandise to it, though not all the main points have been finalized.

When Your Enterprise Wants PIM Software program

Retailers and e-commerce companies of all sizes can profit from utilizing PIM software program. Nevertheless, it does turn out to be an important instrument when your group:

Faster Product Catalog Production

  • Promotes merchandise on a number of totally different channels. PIM helps to supply constant merchandise info throughout numerous promoting channels.
  • Operates in a number of markets and communicates in lots of languages. Every new language provides problem, making it arduous to effectively handle advertising and marketing manually.
  • Pursues progress targets, which makes it crucial to extend the advertising and marketing actions. Excessive exercise implies that there are a number of actions to prepare and optimize, and that is the case when PIM software program can show a excessive ROI shortly.
  • Has complicated product info. For instance, this may very well be on account of a big quantity of information and descriptions, using metadata, or difficult knowledge relationships.
  • Desires to counterpoint the information you will have or obtain extra product info from suppliers. With out PIM software program, it might be time-consuming to handle the importation of knowledge from a number of suppliers. What’s extra, the information is usually offered in several codecs, with inconsistent high quality.
  • Has to repeat and paste info and ship it from one system to a different. PIM software program can automate among the handbook processes.

The best way to Select the Proper PIM?

Selecting the best PIM system is essential for companies that wish to arrange and handle their product knowledge. Nonetheless, since firms differ within the variety of merchandise they promote and the complexity of their product info, the chosen PIM resolution ought to match the corporate’s particular wants.

First, companies ought to perceive what sort of product knowledge they handle. This consists of the variety of merchandise, the kind of info saved about them, and what number of gross sales channels use this knowledge. Firms with massive product catalogs, detailed specs, or multilingual content material often profit probably the most from utilizing a PIM system.

It’s also essential to guarantee that the PIM system can combine with different software program utilized by the corporate.

For instance, it might want to attach with e-commerce platforms, ERP methods, or content material administration methods. Good integration helps maintain product info constant throughout all platforms.

One other issue to contemplate is scalability. As a enterprise grows, it might add extra merchandise, enter new markets, or begin promoting by way of further channels. A great PIM resolution ought to be capable to assist this progress with out main adjustments to the system.

Lastly, it’s important to estimate ease of use. Product managers, entrepreneurs, and e-commerce specialists typically work with PIM methods day by day, so the platform must be easy to navigate and replace.

Why Companies Select Customized PIM Software program

There are a selection of ready-made PIM apps that can be utilized for promoting numerous merchandise and creating an efficient workflow for an e-commerce firm. Nevertheless, many retail companies nonetheless select to customized PIM options, and right here is why:

  • Customized PIM software program is developed primarily based on an organization’s particular wants, typically with the assist of PIM consulting providers. This ensures that each one options included within the system match the duties and processes the corporate performs every day.
  • Not like off-the-shelf options, customized PIM apps may be adjusted to combine with sure apps. Furthermore, app house owners can scale up/down their options by including/eradicating their options, or add extra computing energy and increase databases with the rising variety of customers.
  • Customized PIM creation requires main investments solely in the course of the mission growth. Whereas ready-made software program is on the market solely through subscription, and the charge grows if an organization provides extra options or desires to scale up their resolution to a restricted extent.
  • When requesting PIM creation from a software program growth firm, app house owners get hold of the supply code of the app. It implies that they purchase full rights over the digital resolution, and all of the expertise and data gained by way of a few years gained’t disappear if a ready-made PIM supplier stops delivering their app as a service. 

Remaining phrases on PIM

Product knowledge is the core ingredient of any e-commerce advertising and marketing. Utilizing an in depth and constant product description permits on-line retail companies to retain present prospects and entice new ones, successfully growing their revenues. 

Nevertheless, supporting product knowledge manually is a difficult job, particularly if the amount of products grows exponentially and firms use a number of promoting channels. Due to this fact, many companies go for e-commerce growth to construct their very own PIM options. 

PIM software program helps firms to simplify their product knowledge administration in addition to helps the complete technique of designing, getting ready, enriching, and launching merchandise. 

If you happen to suppose you want a customized product info administration (PIM) resolution, the SCAND crew supplies complete software program growth providers for firms trying to handle their product info and ship superior product expertise.

Ceaselessly Requested Questions (FAQs)

What’s PIM in e-commerce?

Product Data Administration (PIM) is a system that helps companies acquire, handle, and distribute product info from a single platform. It ensures that product knowledge similar to descriptions, specs, pictures, and costs stays constant throughout all gross sales channels.

Who wants a PIM system?

PIM methods are helpful for retailers, e-commerce companies, producers, and distributors that handle massive product catalogs or promote merchandise by way of a number of channels. They assist arrange product knowledge and simplify collaboration between groups.

What are the principle advantages of PIM?

PIM methods assist companies handle product knowledge extra effectively, cut back handbook work, enhance knowledge accuracy, and publish product info throughout a number of platforms sooner. Additionally they make it simpler to take care of constant product info throughout totally different gross sales channels.

Can PIM combine with different enterprise methods?

Sure, most PIM methods can combine with different platforms similar to e-commerce methods, ERP options, CMS platforms, and advertising and marketing instruments. These integrations permit firms to synchronize product knowledge throughout totally different methods.

What’s the distinction between PIM and ERP?

ERP methods handle core enterprise processes similar to finance, stock, and provide chains. PIM methods focus particularly on managing product info and getting ready it for advertising and marketing and gross sales channels. In lots of firms, PIM and ERP methods work collectively.

How Twilio secured their multi-engine question platform with AWS Lake Formation

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How Twilio secured their multi-engine question platform with AWS Lake Formation


This can be a visitor publish by Aakash Pradeep, Principal Software program Engineer, and Venkatram Bondugula, Software program Engineer at Twilio, in partnership with AWS.

Twilio is a cloud communications platform that gives programmable APIs and instruments for builders to simply combine voice, messaging, electronic mail, video, and different communication options into their purposes and buyer engagement workflows.

On this weblog sequence we focus on how we constructed a multi-engine question platform at Twilio. The first half introduces the use case that led us to construct a brand new platform and why we chosen Amazon Athena alongside our open-source Presto implementation. This second half discusses how Twilio’s question infrastructure platform integrates with AWS Lake Formation to offer fine-grained entry management to all their information.

At Twilio, we confronted essential challenges in managing our multi-engine question platform throughout a fancy information mesh structure spanning a number of AWS accounts and Strains of Enterprise. We would have liked a unified permissions mannequin that might work constantly throughout completely different question engines like OSS Presto and Amazon Athena, eliminating the fragmented authentication experiences in our infrastructure. The rising demand for safe cross-account information sharing required transferring past guide, multi-step provisioning processes that depended closely on human intervention. Moreover, Twilio’s compliance and information stewardship necessities demanded fine-grained entry controls at row, column, and cell ranges, necessitating a scalable and versatile strategy to permission administration. By adopting the AWS Glue Knowledge Catalog as our managed metastore and AWS Lake Formation for governance, we carried out Tag-Primarily based Entry Management (LF-TBAC) to simplify entry administration, enabled information sharing by means of automated workflows, and established a centralized governance framework that offered uniform permissions administration throughout all AWS providers.

Transitioning to a managed metastore and governance options

We mentioned partly 1, how we have been trying to transfer to managed providers to alleviate us of the burden of managing the underlying infrastructure of a question platform. Together with our choice to undertake Amazon Athena, we additionally started to judge the adoption of Amazon EMR Serverless for our Spark workloads, which made us conscious of the truth that we would have liked emigrate to a managed resolution for our Apache Hive metastore.

We chosen the AWS Glue Knowledge Catalog as our managed metastore repository to assist our enterprise-wide information mesh structure. For managing permissions to the Knowledge Catalog belongings, we selected AWS Lake Formation, a service that allows information governance and safety at scale utilizing acquainted database-like permissions. Lake Formation supplies a unified permissions mannequin in addition to assist for enabling information mesh structure that we have been in search of.

Lake Formation’s assist for row, column, and cell-level entry controls supplies the fine-grained entry management (FGAC) capabilities required by our compliance and information stewardship insurance policies. Moreover, Lake Formation’s tag-based entry management (LF-TBAC) function permits us to outline FGAC permissions based mostly on tags hooked up to the Knowledge Catalog sources, enabling versatile and scalable permission administration.

Integrating Odin with AWS Lake Formation

Odin, our Presto-based gateway, serves as a central hub for question processing, managing authentication, routing, and the entire workflow all through a question’s lifecycle. As the first interface, Odin allows customers to attach by means of JDBC or APIs from numerous BI instruments, SQL IDEs, and different purposes.

Past its core routing capabilities, Odin makes use of native caches carried out utilizing Google’s Guava caching library to optimize efficiency throughout the platform. Guava delivers environment friendly in-memory caching for Java purposes by storing information domestically throughout the software occasion, leading to considerably sooner retrieval occasions. Odin employs a number of Guava caching layers throughout numerous modules to make sure optimum response occasions for steadily accessed information and metadata.

Constructing on this efficiency basis, Odin implements authentication and authorization layers to make sure safe and managed entry to information throughout a number of question engines. These safety elements work collectively to confirm consumer identities and implement information entry insurance policies, offering a unified safety framework that abstracts away the complexities of particular person engine implementations whereas sustaining strict governance requirements.

The authentication layer

Completely different question engines like OSS Presto and Amazon Athena every implement their very own authentication mechanisms. To create a constant consumer expertise, Odin supplies a unified authentication layer that shields customers from these underlying variations. Presently, Odin’s pluggable authentication system helps LDAP integration, with plans to broaden this functionality to incorporate Okta authentication utilizing IAM Id heart sooner or later.

The authorization layer

For information customers utilizing AWS Analytics providers resembling AWS Glue, Amazon EMR, and Athena by means of an IAM federated role-based entry, AWS Lake Formation offered essential authorization capabilities for information governance by means of their present integrations. Nonetheless, we would have liked to increase its capabilities to combine with OSS Presto. Moreover, our customers for the question infrastructure platform weren’t mapped to an IAM consumer so would want to construct a customized authorization layer in Odin to confirm permissions and combine with Lake Formation. Our problem was making a constant solution to management information entry throughout all our question engines.

When a consumer runs a question, Odin’s authorization layer checks three key items of knowledge:

  • Desk particulars: which database and desk the question is accessing
  • Person permissions: what information tags the consumer has entry to
  • Useful resource tags: what safety tags are hooked up to the requested desk

We retailer consumer permissions in Amazon DynamoDB, which permits us to shortly search for what every consumer can entry. By matching the consumer’s tags with the desk’s Lake Formation tags, we will decide if the question needs to be allowed. To maintain issues quick, we cache this info quickly, permitting us to expedite authorization for latest requests.

How the authorization works:

  1. Preliminary examine: First, we see if this consumer not too long ago ran an analogous profitable question (throughout the final 5 minutes).
  2. Collect info: We gather the desk particulars, consumer permissions, and safety tags—first checking our cache, then fetching from AWS Glue Knowledge Catalog and Lake Formation if wanted.
  3. Match permissions: We evaluate the consumer’s entry tags saved in a DynamoDB desk towards the desk’s safety tags in Lake Formation.
  4. Make choice: If the consumer’s permissions match what’s required for his or her question motion (like SELECT or INSERT), entry is granted.

This strategy permits us to utilize Lake Formation tag-based entry management whereas protecting our authorization logic separate from the person question engines. By utilizing good caching and environment friendly lookups, we will confirm permissions in simply milliseconds.

Constructing an information mesh

At Twilio, we’ve a number of line of enterprise (LoBs) every managing their very own information platform infrastructure. The person platforms are unfold throughout a number of AWS accounts, and primarily retailer information on Amazon S3 in number of open desk codecs, resembling Apache Hudi, Apache Iceberg, and Delta Lake. Every platform independently helps analytics and machine studying use circumstances, nonetheless, there was a rising want for safe sharing of knowledge throughout LoBs. Moreover, we would have liked to allow self-service discovery and provisioning of entry to the info with a centralized governance framework.

Knowledge customers carry their very own AWS accounts and selection of instruments, which embody not solely AWS providers resembling Amazon Athena, AWS Glue ETL jobs (Spark), and Amazon EMR, but additionally AWS companion options. To enhance the method of entry success, information auditability and decreasing the operational overhead concerned, we would have liked an automatic framework in place that had minimal human intervention and oversight.

Implementing an information subscription workflow

Beforehand, customers requiring entry to particular information units would want to undergo a number of steps to safe entry, which concerned a number of dependencies and guide actions. To simplify this course of and supply a self-service functionality, we determined to construct a customized integration resolution between ServiceNow and AWS Lake Formation. At Twilio, ServiceNow is used extensively to automate workflows and construct customized purposes to attach disparate methods and enhance operational effectivity.

We automated key components of the info entry course of utilizing Twilio’s customary instruments: Git for model management, Terraform for infrastructure administration, and customized scripts to execute the mandatory AWS actions.

We automated three primary use circumstances:

1. Sharing information between accounts

When one group must share information with one other group or with our central governance account, the method begins with a Git pull request (PR). This triggers our customized Lake Formation automation software, which:

  • Connects to the supply AWS account with admin permissions
  • Units up information sharing utilizing the safety tags (LF-Tags) laid out in a YAML configuration file
  • Completes the share utilizing AWS Useful resource Entry Supervisor (RAM)
  • Creates useful resource hyperlinks within the goal account so the info seems of their catalog
  • Updates ServiceNow with the newly shared database and desk info

2. Granting permissions to consumer roles

When customers request entry to information, our automation software grants tag-based permissions on to their IAM roles in Lake Formation. This occurs after approval of both a Git PR or ServiceNow ticket.

3. Granting entry to particular person customers

For particular person consumer entry requests:

  • Customers submit a request in ServiceNow for particular tables
  • After approval, ServiceNow calls our inside API that checks related Lake Formation tags
  • The request is validated and despatched to an Amazon Easy Queue Service (Amazon SQS) queue
  • A shopper service processes the request, updates the consumer’s permissions in our DynamoDB desk (which Odin makes use of for authorization checks), and consists of retry logic for reliability
  • As soon as full, the service updates the ServiceNow ticket to inform the consumer

The general subscription and authorization movement is as proven within the diagram under:

  1. Customers submit a request in ServiceNow for entry to a database, desk, or LF-Tag
  2. The system retrieves the related LF-Tags from Lake Formation by means of our API integration
  3. Upon approval, the automation process provides the consumer to the Person-To-Tag DynamoDB desk, grants IAM function permissions in Lake Formation, and units up cross-account sharing by way of RAM as wanted
  4. Customers submit SQL question to the Odin presto gateway
  5. Odin authorizes the consumer by means of LDAP
  6. Odin parsers the SQL question to establish the tables concerned and the motion being carried out (SELECT, DDL, and extra)
  7. Odin validates permissions utilizing the Person to LF-Tag mapping and Lake formation grants to authorize the SQL question based mostly on granted permissions
  8. If approved, Odin routes the question to Amazon Athena or Presto

Utilizing standardized instruments and processes to offer self-service capabilities to the customers helped us scale the governance framework and assist broader use circumstances. Essential capabilities in Lake Formation, resembling Tag-based entry management (TBAC) and cross-account sharing of knowledge, simplified creating automations and our total strategy to governance.

Classes learned- Cache is king

“By adopting AWS Glue Knowledge Catalog as our managed metastore and AWS Lake Formation for Tag-Primarily based Entry Management, we simplified entry administration and enabled information sharing by lowering auth overhead to simply 6-10 milliseconds by means of caching and focused scaling.”

As Odin started dealing with queries at scale, we encountered efficiency bottlenecks in our personalized authorization course of as we needed to retrieve info from a number of providers, notably with advanced queries spanning a number of tables. The authorization checks concerned within the efficiency bottleneck steadily brought about question timeouts which impacted total system reliability. The foundation of the issue lay in our sequential authorization workflow: our system first needed to parse every question to establish all tables requiring identification verification, then make separate API calls to the AWS Glue Knowledge Catalog and Lake Formation for every desk’s permissions. It turned clear that we would have liked to optimize this authentication course of to scale back response occasions and enhance the general question expertise.

We additionally acknowledged there have been completely different caching wants between our POST operations and GET/DELETE HTTP calls, so we determined to separate them into two completely different Utility Load Balancer (ALB) goal teams. For POST requests, which required Lake Formation authentication, we discovered that concentrating visitors by means of simply 2-3 goal cases distributed throughout a number of Availability Zones (AZ) was extra environment friendly. This strategy allowed authentication info to be successfully cached domestically on these devoted cases, dramatically lowering the quantity of API calls to the Lake Formation service.

GET and DELETE requests observe a extra simplified workflow. Since customers have already accomplished preliminary authorization, there isn’t a have to proceed to carry out authorization checks. Though they observe a less complicated workflow, these requests have a lot greater quantity with requests numbering into the 10s of thousands and thousands per hour. Resulting from this scale, we opted to implement horizontal scaling to scale the goal ALB to 10 Amazon EC2 cases to fetch the question historical past from the DynamoDB desk. These EC2 cases make use of native LRU caching with a 5-minute expiration coverage for authentication information.

By implementing authentication caching and adopting specialised approaches for various HTTP request varieties with focused scaling teams, we efficiently lowered Odin’s total overhead to a most of 6-10 milliseconds for each authentication and authorization.

Conclusion and what’s subsequent

On this publish, we explored how we enhanced Odin, our unified multi-engine question platform, with authentication and authorization capabilities utilizing AWS Lake Formation and a customized authorization workflow. By utilizing AWS providers together with Lake Formation, AWS Glue Knowledge Catalog, and Amazon DynamoDB alongside Twilio’s present infrastructure, we created a scalable self-service governance framework that streamlines consumer entry administration, simplifies auditing, and allows seamless information sharing throughout our advanced cloud atmosphere. With this workflow automation, we eradicated operational overhead whereas constructing a safe, strong platform that serves as the inspiration for Twilio’s information mesh structure.

Going ahead, we’re specializing in strengthening our authentication and authorization framework by enabling trusted federation with an identification supplier(IdP) by means of AWS IAM Id Middle, which integrates straight with Lake Formation. Utilizing Trusted Id Propagation capabilities supported by IAM IDC will permit us to determine a constant governance movement based mostly on a consumer identification and can permit us to unlock the complete capabilities of AWS Lake Formation resembling fine-grained entry management with information filters.

To be taught extra and get began with constructing with AWS Lake Formation, see Getting began with Lake Formation, and Easy methods to construct an information mesh structure at scale utilizing AWS Lake Formation tag-based entry management.

Concerning the authors

Aakash Pradeep

Aakash Pradeep

Aakash is a Principal Software program Engineer with over 15 years of expertise throughout ingestion, compute, storage, and question platforms. Aakash is a PrestoCon speaker, holds a number of patents in real-time analytics, and is enthusiastic about constructing high-performance distributed methods.

Venkatram Bondugula

Venkatram Bondugula

Venkatram is a seasoned backend engineer with over a decade of expertise specializing within the design and improvement of scalable information platforms for large information and distributed methods. With a powerful background in backend structure and information engineering, he has constructed and optimized high-performance methods that energy data-driven decision-making at scale.

Aneesh Chandra PN

Aneesh Chandra PN

Aneesh is a Principal Analytics Options Architect at AWS working with Strategic clients. He’s enthusiastic about utilizing expertise developments to resolve clients’ information challenges. He makes use of his sturdy experience on analytics, distributed methods and open supply frameworks to be a trusted technical advisor for AWS clients.

Amber Runnels

Amber Runnels

Amber is a Senior Analytics Specialist Options Architect at AWS specializing in massive information and distributed methods. She helps clients optimize workloads within the AWS information ecosystem to attain a scalable, performant, and cost-effective structure. Except for expertise, she is enthusiastic about exploring the various locations and cultures this world has to supply, studying novels, and constructing terrariums.

Managed Occasion on Azure App Service: What IT/Ops Groups Have to Know

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Managed Occasion on Azure App Service: What IT/Ops Groups Have to Know


Azure App Service has lengthy been one of the crucial dependable methods to run internet apps on Azure, giving groups a completely managed platform with constructed‑in scaling, deployment integration, and enterprise‑grade safety. However for organizations that want extra management, expanded flexibility, or the power to run apps which have extra dependencies, the brand new Managed Occasion on Azure App Service (preview) brings a robust new possibility.

Vinicius Apolinario lately sat down with Andrew Westgarth, Product Supervisor for Azure App Service to speak by means of what Managed Cases are, why they matter, and the way IT/Ops groups can reap the benefits of the brand new capabilities.

Managed Cases (MI) ship the App Service expertise you realize with added flexibility for extra eventualities. You get the identical PaaS advantages—patching, scaling, deployment workflows—however with the management usually related to IaaS.

A few of the highlights we mentioned:

  • App Service and Managed Occasion on Azure App Service — What are the primary variations and what eventualities MI is specializing in.
  • Constant App Service expertise — Similar deployment mannequin, similar runtime choices, similar operational mannequin.
  • App service expertise for various audiences — How IT/Ops groups can leverage MI and what does it imply for growth groups.

Past the core structure, MI introduces capabilities that make day‑to‑day operations simpler:

  • Configuration (Set up) Script — A brand new strategy to customise the underlying surroundings with scripts that run throughout provisioning. That is particularly helpful for putting in dependencies, configuring app and OS settings, putting in fonts, or making ready the surroundings for the workload.
  • RDP Entry for Troubleshooting — An extended‑requested function that offers operators a safe strategy to RDP into the occasion for deep troubleshooting. Excellent for diagnosing points that require OS‑degree visibility.

Steak Fried Rice – WellPlated.com

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Steak Fried Rice – WellPlated.com


This Steak Fried Rice is savory, satisfying, and simple to make proper at residence—so good it would rival your favourite takeout! Tender strips of marinated sirloin, fluffy rice, crisp-tender greens, and an umami-rich sauce come collectively in a single skillet for a quick, protein-packed dinner.

A bowl of steak fried rice with beef, peas, carrots, scrambled egg, and chopped green onions.

The key to restaurant-style beef fried rice!

cookbook author erin clarke of well platedcookbook author erin clarke of well plated

I’m a fiend for fried rice, and I’m not ashamed to confess it. As a result of when you learn to get it good at residence, you wish to make it ALL. THE. TIME.

Need to know the key to that good barely crispy, chewy texture? Right here it’s:

Chilly Rice + Excessive Warmth + Butter

Observe this easy method and you may’t go fallacious, whether or not you’re making this steak fried rice or some other variation. (Preserve studying and I share another spins on the essential fried rice equation!)

However first, let’s speak about why this one’s a keeper:

  • Excessive-Protein and Satisfying. Steak and eggs add severe endurance, making this fried rice greater than only a facet, however an precise full meal.
  • Weeknight Quick. When you begin, every part strikes shortly. Dinner’s finished in minutes!
  • Makes use of Leftover Rice. Chilly rice is just not an issue—it’s the key. I really like utilizing this reality to plan our meals for the week; I’ll make Inexperienced Curry or a Korean Beef Bowl with white rice, then prepare dinner further to put aside for fried rice later within the week.
  • At House Takeout. This recipe would possibly rival your favourite takeout order! You management the salt, the oil, and the steak amount.
A close-up of steak fried rice with peas, carrots, scrambled eggs, and a wooden spoon in a black pan.A close-up of steak fried rice with peas, carrots, scrambled eggs, and a wooden spoon in a black pan.

Components and Substitutions

You’ll discover the total record of substances within the recipe card beneath, however listed here are some notes to remember.

  • High Sirloin Steak. Slice thinly throughout the grain for tenderness. Sirloin cooks shortly and stays juicy.
  • Soy Sauce. Lowered sodium retains the dish balanced. Use tamari for gluten-free steak fried rice.
  • Cornstarch. This provides the steak that restaurant-style texture.
  • Oyster Sauce. Provides deep, savory richness.
  • Sesame Oil. Only a drizzle offers that unmistakable fried rice taste.
  • Frozen Peas and Carrots. Thawed and able to go—no chopping required.
  • Garlic and Recent Ginger. Non-negotiable for daring taste.
  • Butter. Provides richness and helps crisp the rice. Don’t skip it!
  • Chilly Cooked Rice. Day-old rice is right. Recent rice is simply too moist and might flip mushy.
  • Inexperienced Onions. You’ll use each white and inexperienced components.
  • Eggs. Scrambled instantly within the pan.

How you can Make Steak Fried Rice

Raw marinated beef chunks in a white bowl on a light textured surface.Raw marinated beef chunks in a white bowl on a light textured surface.
Clear glass measuring cup with dark fried rice sauce and visible pepper specks on a light textured surface.Clear glass measuring cup with dark fried rice sauce and visible pepper specks on a light textured surface.
Chunks of browned beef sizzling in oil inside a black wok on a light-colored surface.Chunks of browned beef sizzling in oil inside a black wok on a light-colored surface.
Sliced carrots and green peas being stir-fried in a black wok on a light-colored surface.Sliced carrots and green peas being stir-fried in a black wok on a light-colored surface.
A black skillet filled with fried rice, peas, and carrot strips on a light-colored surface.A black skillet filled with fried rice, peas, and carrot strips on a light-colored surface.
Wok with fried rice, peas, carrots on one side and scrambled eggs on the other, ready to be mixed.Wok with fried rice, peas, carrots on one side and scrambled eggs on the other, ready to be mixed.
A wok filled with fried rice, peas, carrots, and scrambled eggs on a light-colored surface.A wok filled with fried rice, peas, carrots, and scrambled eggs on a light-colored surface.

Marinate. Whisk collectively 1 tablespoon soy sauce, 1 tablespoon oil, and cornstarch. Toss with the meat and let sit no less than quarter-hour (30 is even higher).

Combine the Sauce. In a small bowl, stir collectively oyster sauce, sesame oil, black pepper, and the remaining soy sauce.

Sear the Steak. Warmth ½ tablespoon oil in a wok or massive skillet over medium-high. Add half the meat and prepare dinner about 1 minute per facet till browned. Switch to a plate and repeat with remaining beef.

Prepare dinner the Greens. Add the remaining oil. Stir in peas, carrots, garlic, and ginger. Prepare dinner about 1 minute, till aromatic.

Crisp the Rice. Add the butter, rice, and half of the inexperienced onions. Stir to coat and break up clumps. Unfold the rice right into a layer and let it sit briefly so it may possibly frivolously crisp.

Scramble the Eggs. Push the rice to at least one facet of the pan. Crack the eggs into the open house. Scramble, then let prepare dinner undisturbed briefly earlier than stirring into the rice.

End. Return the steak (and any juices) to the pan. Pour within the sauce and stir to coat every part evenly. Sprinkle with remaining inexperienced onions. Style and regulate seasoning. Serve and ENJOY!

Recipe Variations

  • Make It Spicy. Add chili crisp, sriracha, or chili garlic sauce for some warmth.
  • Attempt Totally different Veggies. Diced bell peppers, snow peas, snap peas, or chopped cabbage all work effectively in fried rice.
A bowl of steak fried rice with beef, peas, carrots, scrambled egg, and chopped green onions.A bowl of steak fried rice with beef, peas, carrots, scrambled egg, and chopped green onions.

Extra Methods to Do Fried Rice

When you grasp that fundamental fried rice method, you may apply it to all totally different variations. Listed below are a few of my faves!

Make restaurant-style steak fried rice proper at residence! Tender beef, fluffy rice, savory sauce, and eggs come collectively in a single simple dinner.

  • 12 ounces prime sirloin steak
  • 3 tablespoons decreased sodium soy sauce divided
  • 2 tablespoons canola oil or grapeseed or avocado oil divided, plus further as wanted
  • 1 tablespoon cornstarch
  • 3 tablespoons oyster sauce
  • 1 tablespoon sesame oil
  • ¼ teaspoon floor black pepper
  • 1 (10- to 12-ounce) bag frozen peas and carrots, thawed
  • 1 tablespoon minced garlic about 3 cloves garlic
  • 1 tablespoon minced contemporary ginger
  • 1 tablespoon unsalted butter
  • 3 ½ cups leftover COLD cooked rice
  • 1 bunch inexperienced onions thinly sliced divided
  • 3 massive eggs

  • Thinly slice the steak throughout the grain into ¼-inch-thick strips. Reduce the strips crosswise into bite-size items (about 1 inch lengthy).

  • In a medium bowl, whisk collectively 1 tablespoon soy sauce, 1 tablespoon canola oil, and the cornstarch. Add the meat, toss, and let sit no less than quarter-hour to tenderize (half-hour is even higher).

  • In a separate bowl, stir collectively the oyster sauce, sesame oil, black pepper, and remaining 1 tablespoon soy sauce.

  • In a wok or related massive nonstick skillet, warmth ½ tablespoon canola oil over medium-high warmth. Add half of the marinaded beef, arranging the slices so they don’t overlap. Prepare dinner on the primary facet till browned, about 1 minute, then use tongs to flip to the opposite facet and prepare dinner 1 minute extra. This half goes quick! Basically, by the point you get the items organized within the skillet, it should already be time to flip the primary items you laid down. With tongs, switch to a plate.

  • Add the second half of the meat and brown on each side simply as you probably did the primary half, then switch to the plate.

  • Add the remaining ½ tablespoon canola oil to the skillet. Stir within the peas and carrots, garlic, and ginger. Prepare dinner and stir till the greens are heated by way of and the garlic is tremendous aromatic, about 1 minute.

  • Add the butter, rice, and half of the inexperienced onions. Stir to coat the rice within the butter and oil, breaking apart any clumps.

  • As soon as the rice is coated, transfer it to at least one facet of the pan. Break the eggs into the open house. With a rubber spatula or wood spoon, scramble them, then let prepare dinner undisturbed. As soon as the eggs are practically cooked by way of, stir them into the rice, breaking them into items.

  • Add the reserved steak (together with any juices which have collected on the plate). Stir within the sauce, evenly distributing the substances and ensuring every part is properly coated. Sprinkle the remaining inexperienced onions excessive. Style and regulate seasoning as desired. Take pleasure in sizzling.

  • Tailored from my Pork Fried Rice
  • TO STORE: Refrigerate in an hermetic container for as much as 4 days.
  • TO REHEAT: Heat in a skillet over medium warmth or microwave till heated by way of.
  • TO FREEZE: Freeze for as much as 2 months. Thaw in a single day earlier than reheating.

Serving: 1(of 4)Energy: 533kcalCarbohydrates: 54gProtein: 31gFats: 21gSaturated Fats: 5gPolyunsaturated Fats: 5gMonounsaturated Fats: 9gTrans Fats: 0.2gLdl cholesterol: 197mgSodium: 938mgPotassium: 638mgFiber: 4gSugar: 0.5gVitamin A: 3950IUVitamin C: 9mgCalcium: 89mgIron: 3mg

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